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	<!DOCTYPE html>
	<html>
	<head><meta charset="utf-8" />

	<title>breast_cancer_prediction</title>

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	.glyphicon-yen:before {
	content: "\00a5";
	}
	.glyphicon-jpy:before {
	content: "\00a5";
	}
	.glyphicon-ruble:before {
	content: "\20bd";
	}
	.glyphicon-rub:before {
	content: "\20bd";
	}
	.glyphicon-scale:before {
	content: "\e230";
	}
	.glyphicon-ice-lolly:before {
	content: "\e231";
	}
	.glyphicon-ice-lolly-tasted:before {
	content: "\e232";
	}
	.glyphicon-education:before {
	content: "\e233";
	}
	.glyphicon-option-horizontal:before {
	content: "\e234";
	}
	.glyphicon-option-vertical:before {
	content: "\e235";
	}
	.glyphicon-menu-hamburger:before {
	content: "\e236";
	}
	.glyphicon-modal-window:before {
	content: "\e237";
	}
	.glyphicon-oil:before {
	content: "\e238";
	}
	.glyphicon-grain:before {
	content: "\e239";
	}
	.glyphicon-sunglasses:before {
	content: "\e240";
	}
	.glyphicon-text-size:before {
	content: "\e241";
	}
	.glyphicon-text-color:before {
	content: "\e242";
	}
	.glyphicon-text-background:before {
	content: "\e243";
	}
	.glyphicon-object-align-top:before {
	content: "\e244";
	}
	.glyphicon-object-align-bottom:before {
	content: "\e245";
	}
	.glyphicon-object-align-horizontal:before {
	content: "\e246";
	}
	.glyphicon-object-align-left:before {
	content: "\e247";
	}
	.glyphicon-object-align-vertical:before {
	content: "\e248";
	}
	.glyphicon-object-align-right:before {
	content: "\e249";
	}
	.glyphicon-triangle-right:before {
	content: "\e250";
	}
	.glyphicon-triangle-left:before {
	content: "\e251";
	}
	.glyphicon-triangle-bottom:before {
	content: "\e252";
	}
	.glyphicon-triangle-top:before {
	content: "\e253";
	}
	.glyphicon-console:before {
	content: "\e254";
	}
	.glyphicon-superscript:before {
	content: "\e255";
	}
	.glyphicon-subscript:before {
	content: "\e256";
	}
	.glyphicon-menu-left:before {
	content: "\e257";
	}
	.glyphicon-menu-right:before {
	content: "\e258";
	}
	.glyphicon-menu-down:before {
	content: "\e259";
	}
	.glyphicon-menu-up:before {
	content: "\e260";
	}
	* {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	*:before,
	*:after {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	html {
	font-size: 10px;
	-webkit-tap-highlight-color: rgba(0, 0, 0, 0);
	}
	body {
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-size: 13px;
	line-height: 1.42857143;
	color: #000;
	background-color: #fff;
	}
	input,
	button,
	select,
	textarea {
	font-family: inherit;
	font-size: inherit;
	line-height: inherit;
	}
	a {
	color: #337ab7;
	text-decoration: none;
	}
	a:hover,
	a:focus {
	color: #23527c;
	text-decoration: underline;
	}
	a:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	figure {
	margin: 0;
	}
	img {
	vertical-align: middle;
	}
	.img-responsive,
	.thumbnail > img,
	.thumbnail a > img,
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	display: block;
	max-width: 100%;
	height: auto;
	}
	.img-rounded {
	border-radius: 3px;
	}
	.img-thumbnail {
	padding: 4px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: all 0.2s ease-in-out;
	-o-transition: all 0.2s ease-in-out;
	transition: all 0.2s ease-in-out;
	display: inline-block;
	max-width: 100%;
	height: auto;
	}
	.img-circle {
	border-radius: 50%;
	}
	hr {
	margin-top: 18px;
	margin-bottom: 18px;
	border: 0;
	border-top: 1px solid #eeeeee;
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	margin: -1px;
	padding: 0;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	[role="button"] {
	cursor: pointer;
	}
	h1,
	h2,
	h3,
	h4,
	h5,
	h6,
	.h1,
	.h2,
	.h3,
	.h4,
	.h5,
	.h6 {
	font-family: inherit;
	font-weight: 500;
	line-height: 1.1;
	color: inherit;
	}
	h1 small,
	h2 small,
	h3 small,
	h4 small,
	h5 small,
	h6 small,
	.h1 small,
	.h2 small,
	.h3 small,
	.h4 small,
	.h5 small,
	.h6 small,
	h1 .small,
	h2 .small,
	h3 .small,
	h4 .small,
	h5 .small,
	h6 .small,
	.h1 .small,
	.h2 .small,
	.h3 .small,
	.h4 .small,
	.h5 .small,
	.h6 .small {
	font-weight: normal;
	line-height: 1;
	color: #777777;
	}
	h1,
	.h1,
	h2,
	.h2,
	h3,
	.h3 {
	margin-top: 18px;
	margin-bottom: 9px;
	}
	h1 small,
	.h1 small,
	h2 small,
	.h2 small,
	h3 small,
	.h3 small,
	h1 .small,
	.h1 .small,
	h2 .small,
	.h2 .small,
	h3 .small,
	.h3 .small {
	font-size: 65%;
	}
	h4,
	.h4,
	h5,
	.h5,
	h6,
	.h6 {
	margin-top: 9px;
	margin-bottom: 9px;
	}
	h4 small,
	.h4 small,
	h5 small,
	.h5 small,
	h6 small,
	.h6 small,
	h4 .small,
	.h4 .small,
	h5 .small,
	.h5 .small,
	h6 .small,
	.h6 .small {
	font-size: 75%;
	}
	h1,
	.h1 {
	font-size: 33px;
	}
	h2,
	.h2 {
	font-size: 27px;
	}
	h3,
	.h3 {
	font-size: 23px;
	}
	h4,
	.h4 {
	font-size: 17px;
	}
	h5,
	.h5 {
	font-size: 13px;
	}
	h6,
	.h6 {
	font-size: 12px;
	}
	p {
	margin: 0 0 9px;
	}
	.lead {
	margin-bottom: 18px;
	font-size: 14px;
	font-weight: 300;
	line-height: 1.4;
	}
	@media (min-width: 768px) {
	.lead {
	font-size: 19.5px;
	}
	}
	small,
	.small {
	font-size: 92%;
	}
	mark,
	.mark {
	background-color: #fcf8e3;
	padding: .2em;
	}
	.text-left {
	text-align: left;
	}
	.text-right {
	text-align: right;
	}
	.text-center {
	text-align: center;
	}
	.text-justify {
	text-align: justify;
	}
	.text-nowrap {
	white-space: nowrap;
	}
	.text-lowercase {
	text-transform: lowercase;
	}
	.text-uppercase {
	text-transform: uppercase;
	}
	.text-capitalize {
	text-transform: capitalize;
	}
	.text-muted {
	color: #777777;
	}
	.text-primary {
	color: #337ab7;
	}
	a.text-primary:hover,
	a.text-primary:focus {
	color: #286090;
	}
	.text-success {
	color: #3c763d;
	}
	a.text-success:hover,
	a.text-success:focus {
	color: #2b542c;
	}
	.text-info {
	color: #31708f;
	}
	a.text-info:hover,
	a.text-info:focus {
	color: #245269;
	}
	.text-warning {
	color: #8a6d3b;
	}
	a.text-warning:hover,
	a.text-warning:focus {
	color: #66512c;
	}
	.text-danger {
	color: #a94442;
	}
	a.text-danger:hover,
	a.text-danger:focus {
	color: #843534;
	}
	.bg-primary {
	color: #fff;
	background-color: #337ab7;
	}
	a.bg-primary:hover,
	a.bg-primary:focus {
	background-color: #286090;
	}
	.bg-success {
	background-color: #dff0d8;
	}
	a.bg-success:hover,
	a.bg-success:focus {
	background-color: #c1e2b3;
	}
	.bg-info {
	background-color: #d9edf7;
	}
	a.bg-info:hover,
	a.bg-info:focus {
	background-color: #afd9ee;
	}
	.bg-warning {
	background-color: #fcf8e3;
	}
	a.bg-warning:hover,
	a.bg-warning:focus {
	background-color: #f7ecb5;
	}
	.bg-danger {
	background-color: #f2dede;
	}
	a.bg-danger:hover,
	a.bg-danger:focus {
	background-color: #e4b9b9;
	}
	.page-header {
	padding-bottom: 8px;
	margin: 36px 0 18px;
	border-bottom: 1px solid #eeeeee;
	}
	ul,
	ol {
	margin-top: 0;
	margin-bottom: 9px;
	}
	ul ul,
	ol ul,
	ul ol,
	ol ol {
	margin-bottom: 0;
	}
	.list-unstyled {
	padding-left: 0;
	list-style: none;
	}
	.list-inline {
	padding-left: 0;
	list-style: none;
	margin-left: -5px;
	}
	.list-inline > li {
	display: inline-block;
	padding-left: 5px;
	padding-right: 5px;
	}
	dl {
	margin-top: 0;
	margin-bottom: 18px;
	}
	dt,
	dd {
	line-height: 1.42857143;
	}
	dt {
	font-weight: bold;
	}
	dd {
	margin-left: 0;
	}
	@media (min-width: 541px) {
	.dl-horizontal dt {
	float: left;
	width: 160px;
	clear: left;
	text-align: right;
	overflow: hidden;
	text-overflow: ellipsis;
	white-space: nowrap;
	}
	.dl-horizontal dd {
	margin-left: 180px;
	}
	}
	abbr[title],
	abbr[data-original-title] {
	cursor: help;
	border-bottom: 1px dotted #777777;
	}
	.initialism {
	font-size: 90%;
	text-transform: uppercase;
	}
	blockquote {
	padding: 9px 18px;
	margin: 0 0 18px;
	font-size: inherit;
	border-left: 5px solid #eeeeee;
	}
	blockquote p:last-child,
	blockquote ul:last-child,
	blockquote ol:last-child {
	margin-bottom: 0;
	}
	blockquote footer,
	blockquote small,
	blockquote .small {
	display: block;
	font-size: 80%;
	line-height: 1.42857143;
	color: #777777;
	}
	blockquote footer:before,
	blockquote small:before,
	blockquote .small:before {
	content: '\2014 \00A0';
	}
	.blockquote-reverse,
	blockquote.pull-right {
	padding-right: 15px;
	padding-left: 0;
	border-right: 5px solid #eeeeee;
	border-left: 0;
	text-align: right;
	}
	.blockquote-reverse footer:before,
	blockquote.pull-right footer:before,
	.blockquote-reverse small:before,
	blockquote.pull-right small:before,
	.blockquote-reverse .small:before,
	blockquote.pull-right .small:before {
	content: '';
	}
	.blockquote-reverse footer:after,
	blockquote.pull-right footer:after,
	.blockquote-reverse small:after,
	blockquote.pull-right small:after,
	.blockquote-reverse .small:after,
	blockquote.pull-right .small:after {
	content: '\00A0 \2014';
	}
	address {
	margin-bottom: 18px;
	font-style: normal;
	line-height: 1.42857143;
	}
	code,
	kbd,
	pre,
	samp {
	font-family: monospace;
	}
	code {
	padding: 2px 4px;
	font-size: 90%;
	color: #c7254e;
	background-color: #f9f2f4;
	border-radius: 2px;
	}
	kbd {
	padding: 2px 4px;
	font-size: 90%;
	color: #888;
	background-color: transparent;
	border-radius: 1px;
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
	}
	kbd kbd {
	padding: 0;
	font-size: 100%;
	font-weight: bold;
	box-shadow: none;
	}
	pre {
	display: block;
	padding: 8.5px;
	margin: 0 0 9px;
	font-size: 12px;
	line-height: 1.42857143;
	word-break: break-all;
	word-wrap: break-word;
	color: #333333;
	background-color: #f5f5f5;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	pre code {
	padding: 0;
	font-size: inherit;
	color: inherit;
	white-space: pre-wrap;
	background-color: transparent;
	border-radius: 0;
	}
	.pre-scrollable {
	max-height: 340px;
	overflow-y: scroll;
	}
	.container {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	@media (min-width: 768px) {
	.container {
	width: 768px;
	}
	}
	@media (min-width: 992px) {
	.container {
	width: 940px;
	}
	}
	@media (min-width: 1200px) {
	.container {
	width: 1140px;
	}
	}
	.container-fluid {
	margin-right: auto;
	margin-left: auto;
	padding-left: 0px;
	padding-right: 0px;
	}
	.row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
	position: relative;
	min-height: 1px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
	float: left;
	}
	.col-xs-12 {
	width: 100%;
	}
	.col-xs-11 {
	width: 91.66666667%;
	}
	.col-xs-10 {
	width: 83.33333333%;
	}
	.col-xs-9 {
	width: 75%;
	}
	.col-xs-8 {
	width: 66.66666667%;
	}
	.col-xs-7 {
	width: 58.33333333%;
	}
	.col-xs-6 {
	width: 50%;
	}
	.col-xs-5 {
	width: 41.66666667%;
	}
	.col-xs-4 {
	width: 33.33333333%;
	}
	.col-xs-3 {
	width: 25%;
	}
	.col-xs-2 {
	width: 16.66666667%;
	}
	.col-xs-1 {
	width: 8.33333333%;
	}
	.col-xs-pull-12 {
	right: 100%;
	}
	.col-xs-pull-11 {
	right: 91.66666667%;
	}
	.col-xs-pull-10 {
	right: 83.33333333%;
	}
	.col-xs-pull-9 {
	right: 75%;
	}
	.col-xs-pull-8 {
	right: 66.66666667%;
	}
	.col-xs-pull-7 {
	right: 58.33333333%;
	}
	.col-xs-pull-6 {
	right: 50%;
	}
	.col-xs-pull-5 {
	right: 41.66666667%;
	}
	.col-xs-pull-4 {
	right: 33.33333333%;
	}
	.col-xs-pull-3 {
	right: 25%;
	}
	.col-xs-pull-2 {
	right: 16.66666667%;
	}
	.col-xs-pull-1 {
	right: 8.33333333%;
	}
	.col-xs-pull-0 {
	right: auto;
	}
	.col-xs-push-12 {
	left: 100%;
	}
	.col-xs-push-11 {
	left: 91.66666667%;
	}
	.col-xs-push-10 {
	left: 83.33333333%;
	}
	.col-xs-push-9 {
	left: 75%;
	}
	.col-xs-push-8 {
	left: 66.66666667%;
	}
	.col-xs-push-7 {
	left: 58.33333333%;
	}
	.col-xs-push-6 {
	left: 50%;
	}
	.col-xs-push-5 {
	left: 41.66666667%;
	}
	.col-xs-push-4 {
	left: 33.33333333%;
	}
	.col-xs-push-3 {
	left: 25%;
	}
	.col-xs-push-2 {
	left: 16.66666667%;
	}
	.col-xs-push-1 {
	left: 8.33333333%;
	}
	.col-xs-push-0 {
	left: auto;
	}
	.col-xs-offset-12 {
	margin-left: 100%;
	}
	.col-xs-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-xs-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-xs-offset-9 {
	margin-left: 75%;
	}
	.col-xs-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-xs-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-xs-offset-6 {
	margin-left: 50%;
	}
	.col-xs-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-xs-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-xs-offset-3 {
	margin-left: 25%;
	}
	.col-xs-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-xs-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-xs-offset-0 {
	margin-left: 0%;
	}
	@media (min-width: 768px) {
	.col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
	float: left;
	}
	.col-sm-12 {
	width: 100%;
	}
	.col-sm-11 {
	width: 91.66666667%;
	}
	.col-sm-10 {
	width: 83.33333333%;
	}
	.col-sm-9 {
	width: 75%;
	}
	.col-sm-8 {
	width: 66.66666667%;
	}
	.col-sm-7 {
	width: 58.33333333%;
	}
	.col-sm-6 {
	width: 50%;
	}
	.col-sm-5 {
	width: 41.66666667%;
	}
	.col-sm-4 {
	width: 33.33333333%;
	}
	.col-sm-3 {
	width: 25%;
	}
	.col-sm-2 {
	width: 16.66666667%;
	}
	.col-sm-1 {
	width: 8.33333333%;
	}
	.col-sm-pull-12 {
	right: 100%;
	}
	.col-sm-pull-11 {
	right: 91.66666667%;
	}
	.col-sm-pull-10 {
	right: 83.33333333%;
	}
	.col-sm-pull-9 {
	right: 75%;
	}
	.col-sm-pull-8 {
	right: 66.66666667%;
	}
	.col-sm-pull-7 {
	right: 58.33333333%;
	}
	.col-sm-pull-6 {
	right: 50%;
	}
	.col-sm-pull-5 {
	right: 41.66666667%;
	}
	.col-sm-pull-4 {
	right: 33.33333333%;
	}
	.col-sm-pull-3 {
	right: 25%;
	}
	.col-sm-pull-2 {
	right: 16.66666667%;
	}
	.col-sm-pull-1 {
	right: 8.33333333%;
	}
	.col-sm-pull-0 {
	right: auto;
	}
	.col-sm-push-12 {
	left: 100%;
	}
	.col-sm-push-11 {
	left: 91.66666667%;
	}
	.col-sm-push-10 {
	left: 83.33333333%;
	}
	.col-sm-push-9 {
	left: 75%;
	}
	.col-sm-push-8 {
	left: 66.66666667%;
	}
	.col-sm-push-7 {
	left: 58.33333333%;
	}
	.col-sm-push-6 {
	left: 50%;
	}
	.col-sm-push-5 {
	left: 41.66666667%;
	}
	.col-sm-push-4 {
	left: 33.33333333%;
	}
	.col-sm-push-3 {
	left: 25%;
	}
	.col-sm-push-2 {
	left: 16.66666667%;
	}
	.col-sm-push-1 {
	left: 8.33333333%;
	}
	.col-sm-push-0 {
	left: auto;
	}
	.col-sm-offset-12 {
	margin-left: 100%;
	}
	.col-sm-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-sm-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-sm-offset-9 {
	margin-left: 75%;
	}
	.col-sm-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-sm-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-sm-offset-6 {
	margin-left: 50%;
	}
	.col-sm-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-sm-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-sm-offset-3 {
	margin-left: 25%;
	}
	.col-sm-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-sm-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-sm-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 992px) {
	.col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
	float: left;
	}
	.col-md-12 {
	width: 100%;
	}
	.col-md-11 {
	width: 91.66666667%;
	}
	.col-md-10 {
	width: 83.33333333%;
	}
	.col-md-9 {
	width: 75%;
	}
	.col-md-8 {
	width: 66.66666667%;
	}
	.col-md-7 {
	width: 58.33333333%;
	}
	.col-md-6 {
	width: 50%;
	}
	.col-md-5 {
	width: 41.66666667%;
	}
	.col-md-4 {
	width: 33.33333333%;
	}
	.col-md-3 {
	width: 25%;
	}
	.col-md-2 {
	width: 16.66666667%;
	}
	.col-md-1 {
	width: 8.33333333%;
	}
	.col-md-pull-12 {
	right: 100%;
	}
	.col-md-pull-11 {
	right: 91.66666667%;
	}
	.col-md-pull-10 {
	right: 83.33333333%;
	}
	.col-md-pull-9 {
	right: 75%;
	}
	.col-md-pull-8 {
	right: 66.66666667%;
	}
	.col-md-pull-7 {
	right: 58.33333333%;
	}
	.col-md-pull-6 {
	right: 50%;
	}
	.col-md-pull-5 {
	right: 41.66666667%;
	}
	.col-md-pull-4 {
	right: 33.33333333%;
	}
	.col-md-pull-3 {
	right: 25%;
	}
	.col-md-pull-2 {
	right: 16.66666667%;
	}
	.col-md-pull-1 {
	right: 8.33333333%;
	}
	.col-md-pull-0 {
	right: auto;
	}
	.col-md-push-12 {
	left: 100%;
	}
	.col-md-push-11 {
	left: 91.66666667%;
	}
	.col-md-push-10 {
	left: 83.33333333%;
	}
	.col-md-push-9 {
	left: 75%;
	}
	.col-md-push-8 {
	left: 66.66666667%;
	}
	.col-md-push-7 {
	left: 58.33333333%;
	}
	.col-md-push-6 {
	left: 50%;
	}
	.col-md-push-5 {
	left: 41.66666667%;
	}
	.col-md-push-4 {
	left: 33.33333333%;
	}
	.col-md-push-3 {
	left: 25%;
	}
	.col-md-push-2 {
	left: 16.66666667%;
	}
	.col-md-push-1 {
	left: 8.33333333%;
	}
	.col-md-push-0 {
	left: auto;
	}
	.col-md-offset-12 {
	margin-left: 100%;
	}
	.col-md-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-md-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-md-offset-9 {
	margin-left: 75%;
	}
	.col-md-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-md-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-md-offset-6 {
	margin-left: 50%;
	}
	.col-md-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-md-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-md-offset-3 {
	margin-left: 25%;
	}
	.col-md-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-md-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-md-offset-0 {
	margin-left: 0%;
	}
	}
	@media (min-width: 1200px) {
	.col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
	float: left;
	}
	.col-lg-12 {
	width: 100%;
	}
	.col-lg-11 {
	width: 91.66666667%;
	}
	.col-lg-10 {
	width: 83.33333333%;
	}
	.col-lg-9 {
	width: 75%;
	}
	.col-lg-8 {
	width: 66.66666667%;
	}
	.col-lg-7 {
	width: 58.33333333%;
	}
	.col-lg-6 {
	width: 50%;
	}
	.col-lg-5 {
	width: 41.66666667%;
	}
	.col-lg-4 {
	width: 33.33333333%;
	}
	.col-lg-3 {
	width: 25%;
	}
	.col-lg-2 {
	width: 16.66666667%;
	}
	.col-lg-1 {
	width: 8.33333333%;
	}
	.col-lg-pull-12 {
	right: 100%;
	}
	.col-lg-pull-11 {
	right: 91.66666667%;
	}
	.col-lg-pull-10 {
	right: 83.33333333%;
	}
	.col-lg-pull-9 {
	right: 75%;
	}
	.col-lg-pull-8 {
	right: 66.66666667%;
	}
	.col-lg-pull-7 {
	right: 58.33333333%;
	}
	.col-lg-pull-6 {
	right: 50%;
	}
	.col-lg-pull-5 {
	right: 41.66666667%;
	}
	.col-lg-pull-4 {
	right: 33.33333333%;
	}
	.col-lg-pull-3 {
	right: 25%;
	}
	.col-lg-pull-2 {
	right: 16.66666667%;
	}
	.col-lg-pull-1 {
	right: 8.33333333%;
	}
	.col-lg-pull-0 {
	right: auto;
	}
	.col-lg-push-12 {
	left: 100%;
	}
	.col-lg-push-11 {
	left: 91.66666667%;
	}
	.col-lg-push-10 {
	left: 83.33333333%;
	}
	.col-lg-push-9 {
	left: 75%;
	}
	.col-lg-push-8 {
	left: 66.66666667%;
	}
	.col-lg-push-7 {
	left: 58.33333333%;
	}
	.col-lg-push-6 {
	left: 50%;
	}
	.col-lg-push-5 {
	left: 41.66666667%;
	}
	.col-lg-push-4 {
	left: 33.33333333%;
	}
	.col-lg-push-3 {
	left: 25%;
	}
	.col-lg-push-2 {
	left: 16.66666667%;
	}
	.col-lg-push-1 {
	left: 8.33333333%;
	}
	.col-lg-push-0 {
	left: auto;
	}
	.col-lg-offset-12 {
	margin-left: 100%;
	}
	.col-lg-offset-11 {
	margin-left: 91.66666667%;
	}
	.col-lg-offset-10 {
	margin-left: 83.33333333%;
	}
	.col-lg-offset-9 {
	margin-left: 75%;
	}
	.col-lg-offset-8 {
	margin-left: 66.66666667%;
	}
	.col-lg-offset-7 {
	margin-left: 58.33333333%;
	}
	.col-lg-offset-6 {
	margin-left: 50%;
	}
	.col-lg-offset-5 {
	margin-left: 41.66666667%;
	}
	.col-lg-offset-4 {
	margin-left: 33.33333333%;
	}
	.col-lg-offset-3 {
	margin-left: 25%;
	}
	.col-lg-offset-2 {
	margin-left: 16.66666667%;
	}
	.col-lg-offset-1 {
	margin-left: 8.33333333%;
	}
	.col-lg-offset-0 {
	margin-left: 0%;
	}
	}
	table {
	background-color: transparent;
	}
	caption {
	padding-top: 8px;
	padding-bottom: 8px;
	color: #777777;
	text-align: left;
	}
	th {
	text-align: left;
	}
	.table {
	width: 100%;
	max-width: 100%;
	margin-bottom: 18px;
	}
	.table > thead > tr > th,
	.table > tbody > tr > th,
	.table > tfoot > tr > th,
	.table > thead > tr > td,
	.table > tbody > tr > td,
	.table > tfoot > tr > td {
	padding: 8px;
	line-height: 1.42857143;
	vertical-align: top;
	border-top: 1px solid #ddd;
	}
	.table > thead > tr > th {
	vertical-align: bottom;
	border-bottom: 2px solid #ddd;
	}
	.table > caption + thead > tr:first-child > th,
	.table > colgroup + thead > tr:first-child > th,
	.table > thead:first-child > tr:first-child > th,
	.table > caption + thead > tr:first-child > td,
	.table > colgroup + thead > tr:first-child > td,
	.table > thead:first-child > tr:first-child > td {
	border-top: 0;
	}
	.table > tbody + tbody {
	border-top: 2px solid #ddd;
	}
	.table .table {
	background-color: #fff;
	}
	.table-condensed > thead > tr > th,
	.table-condensed > tbody > tr > th,
	.table-condensed > tfoot > tr > th,
	.table-condensed > thead > tr > td,
	.table-condensed > tbody > tr > td,
	.table-condensed > tfoot > tr > td {
	padding: 5px;
	}
	.table-bordered {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > tbody > tr > th,
	.table-bordered > tfoot > tr > th,
	.table-bordered > thead > tr > td,
	.table-bordered > tbody > tr > td,
	.table-bordered > tfoot > tr > td {
	border: 1px solid #ddd;
	}
	.table-bordered > thead > tr > th,
	.table-bordered > thead > tr > td {
	border-bottom-width: 2px;
	}
	.table-striped > tbody > tr:nth-of-type(odd) {
	background-color: #f9f9f9;
	}
	.table-hover > tbody > tr:hover {
	background-color: #f5f5f5;
	}
	table col[class*="col-"] {
	position: static;
	float: none;
	display: table-column;
	}
	table td[class*="col-"],
	table th[class*="col-"] {
	position: static;
	float: none;
	display: table-cell;
	}
	.table > thead > tr > td.active,
	.table > tbody > tr > td.active,
	.table > tfoot > tr > td.active,
	.table > thead > tr > th.active,
	.table > tbody > tr > th.active,
	.table > tfoot > tr > th.active,
	.table > thead > tr.active > td,
	.table > tbody > tr.active > td,
	.table > tfoot > tr.active > td,
	.table > thead > tr.active > th,
	.table > tbody > tr.active > th,
	.table > tfoot > tr.active > th {
	background-color: #f5f5f5;
	}
	.table-hover > tbody > tr > td.active:hover,
	.table-hover > tbody > tr > th.active:hover,
	.table-hover > tbody > tr.active:hover > td,
	.table-hover > tbody > tr:hover > .active,
	.table-hover > tbody > tr.active:hover > th {
	background-color: #e8e8e8;
	}
	.table > thead > tr > td.success,
	.table > tbody > tr > td.success,
	.table > tfoot > tr > td.success,
	.table > thead > tr > th.success,
	.table > tbody > tr > th.success,
	.table > tfoot > tr > th.success,
	.table > thead > tr.success > td,
	.table > tbody > tr.success > td,
	.table > tfoot > tr.success > td,
	.table > thead > tr.success > th,
	.table > tbody > tr.success > th,
	.table > tfoot > tr.success > th {
	background-color: #dff0d8;
	}
	.table-hover > tbody > tr > td.success:hover,
	.table-hover > tbody > tr > th.success:hover,
	.table-hover > tbody > tr.success:hover > td,
	.table-hover > tbody > tr:hover > .success,
	.table-hover > tbody > tr.success:hover > th {
	background-color: #d0e9c6;
	}
	.table > thead > tr > td.info,
	.table > tbody > tr > td.info,
	.table > tfoot > tr > td.info,
	.table > thead > tr > th.info,
	.table > tbody > tr > th.info,
	.table > tfoot > tr > th.info,
	.table > thead > tr.info > td,
	.table > tbody > tr.info > td,
	.table > tfoot > tr.info > td,
	.table > thead > tr.info > th,
	.table > tbody > tr.info > th,
	.table > tfoot > tr.info > th {
	background-color: #d9edf7;
	}
	.table-hover > tbody > tr > td.info:hover,
	.table-hover > tbody > tr > th.info:hover,
	.table-hover > tbody > tr.info:hover > td,
	.table-hover > tbody > tr:hover > .info,
	.table-hover > tbody > tr.info:hover > th {
	background-color: #c4e3f3;
	}
	.table > thead > tr > td.warning,
	.table > tbody > tr > td.warning,
	.table > tfoot > tr > td.warning,
	.table > thead > tr > th.warning,
	.table > tbody > tr > th.warning,
	.table > tfoot > tr > th.warning,
	.table > thead > tr.warning > td,
	.table > tbody > tr.warning > td,
	.table > tfoot > tr.warning > td,
	.table > thead > tr.warning > th,
	.table > tbody > tr.warning > th,
	.table > tfoot > tr.warning > th {
	background-color: #fcf8e3;
	}
	.table-hover > tbody > tr > td.warning:hover,
	.table-hover > tbody > tr > th.warning:hover,
	.table-hover > tbody > tr.warning:hover > td,
	.table-hover > tbody > tr:hover > .warning,
	.table-hover > tbody > tr.warning:hover > th {
	background-color: #faf2cc;
	}
	.table > thead > tr > td.danger,
	.table > tbody > tr > td.danger,
	.table > tfoot > tr > td.danger,
	.table > thead > tr > th.danger,
	.table > tbody > tr > th.danger,
	.table > tfoot > tr > th.danger,
	.table > thead > tr.danger > td,
	.table > tbody > tr.danger > td,
	.table > tfoot > tr.danger > td,
	.table > thead > tr.danger > th,
	.table > tbody > tr.danger > th,
	.table > tfoot > tr.danger > th {
	background-color: #f2dede;
	}
	.table-hover > tbody > tr > td.danger:hover,
	.table-hover > tbody > tr > th.danger:hover,
	.table-hover > tbody > tr.danger:hover > td,
	.table-hover > tbody > tr:hover > .danger,
	.table-hover > tbody > tr.danger:hover > th {
	background-color: #ebcccc;
	}
	.table-responsive {
	overflow-x: auto;
	min-height: 0.01%;
	}
	@media screen and (max-width: 767px) {
	.table-responsive {
	width: 100%;
	margin-bottom: 13.5px;
	overflow-y: hidden;
	-ms-overflow-style: -ms-autohiding-scrollbar;
	border: 1px solid #ddd;
	}
	.table-responsive > .table {
	margin-bottom: 0;
	}
	.table-responsive > .table > thead > tr > th,
	.table-responsive > .table > tbody > tr > th,
	.table-responsive > .table > tfoot > tr > th,
	.table-responsive > .table > thead > tr > td,
	.table-responsive > .table > tbody > tr > td,
	.table-responsive > .table > tfoot > tr > td {
	white-space: nowrap;
	}
	.table-responsive > .table-bordered {
	border: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:first-child,
	.table-responsive > .table-bordered > tbody > tr > th:first-child,
	.table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.table-responsive > .table-bordered > thead > tr > td:first-child,
	.table-responsive > .table-bordered > tbody > tr > td:first-child,
	.table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.table-responsive > .table-bordered > thead > tr > th:last-child,
	.table-responsive > .table-bordered > tbody > tr > th:last-child,
	.table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.table-responsive > .table-bordered > thead > tr > td:last-child,
	.table-responsive > .table-bordered > tbody > tr > td:last-child,
	.table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.table-responsive > .table-bordered > tbody > tr:last-child > th,
	.table-responsive > .table-bordered > tfoot > tr:last-child > th,
	.table-responsive > .table-bordered > tbody > tr:last-child > td,
	.table-responsive > .table-bordered > tfoot > tr:last-child > td {
	border-bottom: 0;
	}
	}
	fieldset {
	padding: 0;
	margin: 0;
	border: 0;
	min-width: 0;
	}
	legend {
	display: block;
	width: 100%;
	padding: 0;
	margin-bottom: 18px;
	font-size: 19.5px;
	line-height: inherit;
	color: #333333;
	border: 0;
	border-bottom: 1px solid #e5e5e5;
	}
	label {
	display: inline-block;
	max-width: 100%;
	margin-bottom: 5px;
	font-weight: bold;
	}
	input[type="search"] {
	-webkit-box-sizing: border-box;
	-moz-box-sizing: border-box;
	box-sizing: border-box;
	}
	input[type="radio"],
	input[type="checkbox"] {
	margin: 4px 0 0;
	margin-top: 1px \9;
	line-height: normal;
	}
	input[type="file"] {
	display: block;
	}
	input[type="range"] {
	display: block;
	width: 100%;
	}
	select[multiple],
	select[size] {
	height: auto;
	}
	input[type="file"]:focus,
	input[type="radio"]:focus,
	input[type="checkbox"]:focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	output {
	display: block;
	padding-top: 7px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	}
	.form-control {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	}
	.form-control:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.form-control::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.form-control:-ms-input-placeholder {
	color: #999;
	}
	.form-control::-webkit-input-placeholder {
	color: #999;
	}
	.form-control::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.form-control[disabled],
	.form-control[readonly],
	fieldset[disabled] .form-control {
	background-color: #eeeeee;
	opacity: 1;
	}
	.form-control[disabled],
	fieldset[disabled] .form-control {
	cursor: not-allowed;
	}
	textarea.form-control {
	height: auto;
	}
	input[type="search"] {
	-webkit-appearance: none;
	}
	@media screen and (-webkit-min-device-pixel-ratio: 0) {
	input[type="date"].form-control,
	input[type="time"].form-control,
	input[type="datetime-local"].form-control,
	input[type="month"].form-control {
	line-height: 32px;
	}
	input[type="date"].input-sm,
	input[type="time"].input-sm,
	input[type="datetime-local"].input-sm,
	input[type="month"].input-sm,
	.input-group-sm input[type="date"],
	.input-group-sm input[type="time"],
	.input-group-sm input[type="datetime-local"],
	.input-group-sm input[type="month"] {
	line-height: 30px;
	}
	input[type="date"].input-lg,
	input[type="time"].input-lg,
	input[type="datetime-local"].input-lg,
	input[type="month"].input-lg,
	.input-group-lg input[type="date"],
	.input-group-lg input[type="time"],
	.input-group-lg input[type="datetime-local"],
	.input-group-lg input[type="month"] {
	line-height: 45px;
	}
	}
	.form-group {
	margin-bottom: 15px;
	}
	.radio,
	.checkbox {
	position: relative;
	display: block;
	margin-top: 10px;
	margin-bottom: 10px;
	}
	.radio label,
	.checkbox label {
	min-height: 18px;
	padding-left: 20px;
	margin-bottom: 0;
	font-weight: normal;
	cursor: pointer;
	}
	.radio input[type="radio"],
	.radio-inline input[type="radio"],
	.checkbox input[type="checkbox"],
	.checkbox-inline input[type="checkbox"] {
	position: absolute;
	margin-left: -20px;
	margin-top: 4px \9;
	}
	.radio + .radio,
	.checkbox + .checkbox {
	margin-top: -5px;
	}
	.radio-inline,
	.checkbox-inline {
	position: relative;
	display: inline-block;
	padding-left: 20px;
	margin-bottom: 0;
	vertical-align: middle;
	font-weight: normal;
	cursor: pointer;
	}
	.radio-inline + .radio-inline,
	.checkbox-inline + .checkbox-inline {
	margin-top: 0;
	margin-left: 10px;
	}
	input[type="radio"][disabled],
	input[type="checkbox"][disabled],
	input[type="radio"].disabled,
	input[type="checkbox"].disabled,
	fieldset[disabled] input[type="radio"],
	fieldset[disabled] input[type="checkbox"] {
	cursor: not-allowed;
	}
	.radio-inline.disabled,
	.checkbox-inline.disabled,
	fieldset[disabled] .radio-inline,
	fieldset[disabled] .checkbox-inline {
	cursor: not-allowed;
	}
	.radio.disabled label,
	.checkbox.disabled label,
	fieldset[disabled] .radio label,
	fieldset[disabled] .checkbox label {
	cursor: not-allowed;
	}
	.form-control-static {
	padding-top: 7px;
	padding-bottom: 7px;
	margin-bottom: 0;
	min-height: 31px;
	}
	.form-control-static.input-lg,
	.form-control-static.input-sm {
	padding-left: 0;
	padding-right: 0;
	}
	.input-sm {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-sm {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-sm,
	select[multiple].input-sm {
	height: auto;
	}
	.form-group-sm .form-control {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.form-group-sm select.form-control {
	height: 30px;
	line-height: 30px;
	}
	.form-group-sm textarea.form-control,
	.form-group-sm select[multiple].form-control {
	height: auto;
	}
	.form-group-sm .form-control-static {
	height: 30px;
	min-height: 30px;
	padding: 6px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.input-lg {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-lg {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-lg,
	select[multiple].input-lg {
	height: auto;
	}
	.form-group-lg .form-control {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.form-group-lg select.form-control {
	height: 45px;
	line-height: 45px;
	}
	.form-group-lg textarea.form-control,
	.form-group-lg select[multiple].form-control {
	height: auto;
	}
	.form-group-lg .form-control-static {
	height: 45px;
	min-height: 35px;
	padding: 11px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.has-feedback {
	position: relative;
	}
	.has-feedback .form-control {
	padding-right: 40px;
	}
	.form-control-feedback {
	position: absolute;
	top: 0;
	right: 0;
	z-index: 2;
	display: block;
	width: 32px;
	height: 32px;
	line-height: 32px;
	text-align: center;
	pointer-events: none;
	}
	.input-lg + .form-control-feedback,
	.input-group-lg + .form-control-feedback,
	.form-group-lg .form-control + .form-control-feedback {
	width: 45px;
	height: 45px;
	line-height: 45px;
	}
	.input-sm + .form-control-feedback,
	.input-group-sm + .form-control-feedback,
	.form-group-sm .form-control + .form-control-feedback {
	width: 30px;
	height: 30px;
	line-height: 30px;
	}
	.has-success .help-block,
	.has-success .control-label,
	.has-success .radio,
	.has-success .checkbox,
	.has-success .radio-inline,
	.has-success .checkbox-inline,
	.has-success.radio label,
	.has-success.checkbox label,
	.has-success.radio-inline label,
	.has-success.checkbox-inline label {
	color: #3c763d;
	}
	.has-success .form-control {
	border-color: #3c763d;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-success .form-control:focus {
	border-color: #2b542c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
	}
	.has-success .input-group-addon {
	color: #3c763d;
	border-color: #3c763d;
	background-color: #dff0d8;
	}
	.has-success .form-control-feedback {
	color: #3c763d;
	}
	.has-warning .help-block,
	.has-warning .control-label,
	.has-warning .radio,
	.has-warning .checkbox,
	.has-warning .radio-inline,
	.has-warning .checkbox-inline,
	.has-warning.radio label,
	.has-warning.checkbox label,
	.has-warning.radio-inline label,
	.has-warning.checkbox-inline label {
	color: #8a6d3b;
	}
	.has-warning .form-control {
	border-color: #8a6d3b;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-warning .form-control:focus {
	border-color: #66512c;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
	}
	.has-warning .input-group-addon {
	color: #8a6d3b;
	border-color: #8a6d3b;
	background-color: #fcf8e3;
	}
	.has-warning .form-control-feedback {
	color: #8a6d3b;
	}
	.has-error .help-block,
	.has-error .control-label,
	.has-error .radio,
	.has-error .checkbox,
	.has-error .radio-inline,
	.has-error .checkbox-inline,
	.has-error.radio label,
	.has-error.checkbox label,
	.has-error.radio-inline label,
	.has-error.checkbox-inline label {
	color: #a94442;
	}
	.has-error .form-control {
	border-color: #a94442;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	}
	.has-error .form-control:focus {
	border-color: #843534;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
	}
	.has-error .input-group-addon {
	color: #a94442;
	border-color: #a94442;
	background-color: #f2dede;
	}
	.has-error .form-control-feedback {
	color: #a94442;
	}
	.has-feedback label ~ .form-control-feedback {
	top: 23px;
	}
	.has-feedback label.sr-only ~ .form-control-feedback {
	top: 0;
	}
	.help-block {
	display: block;
	margin-top: 5px;
	margin-bottom: 10px;
	color: #404040;
	}
	@media (min-width: 768px) {
	.form-inline .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.form-inline .form-control-static {
	display: inline-block;
	}
	.form-inline .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.form-inline .input-group .input-group-addon,
	.form-inline .input-group .input-group-btn,
	.form-inline .input-group .form-control {
	width: auto;
	}
	.form-inline .input-group > .form-control {
	width: 100%;
	}
	.form-inline .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio,
	.form-inline .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.form-inline .radio label,
	.form-inline .checkbox label {
	padding-left: 0;
	}
	.form-inline .radio input[type="radio"],
	.form-inline .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.form-inline .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox,
	.form-horizontal .radio-inline,
	.form-horizontal .checkbox-inline {
	margin-top: 0;
	margin-bottom: 0;
	padding-top: 7px;
	}
	.form-horizontal .radio,
	.form-horizontal .checkbox {
	min-height: 25px;
	}
	.form-horizontal .form-group {
	margin-left: 0px;
	margin-right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .control-label {
	text-align: right;
	margin-bottom: 0;
	padding-top: 7px;
	}
	}
	.form-horizontal .has-feedback .form-control-feedback {
	right: 0px;
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-lg .control-label {
	padding-top: 11px;
	font-size: 17px;
	}
	}
	@media (min-width: 768px) {
	.form-horizontal .form-group-sm .control-label {
	padding-top: 6px;
	font-size: 12px;
	}
	}
	.btn {
	display: inline-block;
	margin-bottom: 0;
	font-weight: normal;
	text-align: center;
	vertical-align: middle;
	touch-action: manipulation;
	cursor: pointer;
	background-image: none;
	border: 1px solid transparent;
	white-space: nowrap;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	border-radius: 2px;
	-webkit-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	}
	.btn:focus,
	.btn:active:focus,
	.btn.active:focus,
	.btn.focus,
	.btn:active.focus,
	.btn.active.focus {
	outline: 5px auto -webkit-focus-ring-color;
	outline-offset: -2px;
	}
	.btn:hover,
	.btn:focus,
	.btn.focus {
	color: #333;
	text-decoration: none;
	}
	.btn:active,
	.btn.active {
	outline: 0;
	background-image: none;
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn.disabled,
	.btn[disabled],
	fieldset[disabled] .btn {
	cursor: not-allowed;
	opacity: 0.65;
	filter: alpha(opacity=65);
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	a.btn.disabled,
	fieldset[disabled] a.btn {
	pointer-events: none;
	}
	.btn-default {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default:focus,
	.btn-default.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.btn-default:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.btn-default:active:hover,
	.btn-default.active:hover,
	.open > .dropdown-toggle.btn-default:hover,
	.btn-default:active:focus,
	.btn-default.active:focus,
	.open > .dropdown-toggle.btn-default:focus,
	.btn-default:active.focus,
	.btn-default.active.focus,
	.open > .dropdown-toggle.btn-default.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.btn-default:active,
	.btn-default.active,
	.open > .dropdown-toggle.btn-default {
	background-image: none;
	}
	.btn-default.disabled:hover,
	.btn-default[disabled]:hover,
	fieldset[disabled] .btn-default:hover,
	.btn-default.disabled:focus,
	.btn-default[disabled]:focus,
	fieldset[disabled] .btn-default:focus,
	.btn-default.disabled.focus,
	.btn-default[disabled].focus,
	fieldset[disabled] .btn-default.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.btn-default .badge {
	color: #fff;
	background-color: #333;
	}
	.btn-primary {
	color: #fff;
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary:focus,
	.btn-primary.focus {
	color: #fff;
	background-color: #286090;
	border-color: #122b40;
	}
	.btn-primary:hover {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	color: #fff;
	background-color: #286090;
	border-color: #204d74;
	}
	.btn-primary:active:hover,
	.btn-primary.active:hover,
	.open > .dropdown-toggle.btn-primary:hover,
	.btn-primary:active:focus,
	.btn-primary.active:focus,
	.open > .dropdown-toggle.btn-primary:focus,
	.btn-primary:active.focus,
	.btn-primary.active.focus,
	.open > .dropdown-toggle.btn-primary.focus {
	color: #fff;
	background-color: #204d74;
	border-color: #122b40;
	}
	.btn-primary:active,
	.btn-primary.active,
	.open > .dropdown-toggle.btn-primary {
	background-image: none;
	}
	.btn-primary.disabled:hover,
	.btn-primary[disabled]:hover,
	fieldset[disabled] .btn-primary:hover,
	.btn-primary.disabled:focus,
	.btn-primary[disabled]:focus,
	fieldset[disabled] .btn-primary:focus,
	.btn-primary.disabled.focus,
	.btn-primary[disabled].focus,
	fieldset[disabled] .btn-primary.focus {
	background-color: #337ab7;
	border-color: #2e6da4;
	}
	.btn-primary .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.btn-success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success:focus,
	.btn-success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.btn-success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.btn-success:active:hover,
	.btn-success.active:hover,
	.open > .dropdown-toggle.btn-success:hover,
	.btn-success:active:focus,
	.btn-success.active:focus,
	.open > .dropdown-toggle.btn-success:focus,
	.btn-success:active.focus,
	.btn-success.active.focus,
	.open > .dropdown-toggle.btn-success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.btn-success:active,
	.btn-success.active,
	.open > .dropdown-toggle.btn-success {
	background-image: none;
	}
	.btn-success.disabled:hover,
	.btn-success[disabled]:hover,
	fieldset[disabled] .btn-success:hover,
	.btn-success.disabled:focus,
	.btn-success[disabled]:focus,
	fieldset[disabled] .btn-success:focus,
	.btn-success.disabled.focus,
	.btn-success[disabled].focus,
	fieldset[disabled] .btn-success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.btn-success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.btn-info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info:focus,
	.btn-info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.btn-info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.btn-info:active:hover,
	.btn-info.active:hover,
	.open > .dropdown-toggle.btn-info:hover,
	.btn-info:active:focus,
	.btn-info.active:focus,
	.open > .dropdown-toggle.btn-info:focus,
	.btn-info:active.focus,
	.btn-info.active.focus,
	.open > .dropdown-toggle.btn-info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.btn-info:active,
	.btn-info.active,
	.open > .dropdown-toggle.btn-info {
	background-image: none;
	}
	.btn-info.disabled:hover,
	.btn-info[disabled]:hover,
	fieldset[disabled] .btn-info:hover,
	.btn-info.disabled:focus,
	.btn-info[disabled]:focus,
	fieldset[disabled] .btn-info:focus,
	.btn-info.disabled.focus,
	.btn-info[disabled].focus,
	fieldset[disabled] .btn-info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.btn-info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.btn-warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning:focus,
	.btn-warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.btn-warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.btn-warning:active:hover,
	.btn-warning.active:hover,
	.open > .dropdown-toggle.btn-warning:hover,
	.btn-warning:active:focus,
	.btn-warning.active:focus,
	.open > .dropdown-toggle.btn-warning:focus,
	.btn-warning:active.focus,
	.btn-warning.active.focus,
	.open > .dropdown-toggle.btn-warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.btn-warning:active,
	.btn-warning.active,
	.open > .dropdown-toggle.btn-warning {
	background-image: none;
	}
	.btn-warning.disabled:hover,
	.btn-warning[disabled]:hover,
	fieldset[disabled] .btn-warning:hover,
	.btn-warning.disabled:focus,
	.btn-warning[disabled]:focus,
	fieldset[disabled] .btn-warning:focus,
	.btn-warning.disabled.focus,
	.btn-warning[disabled].focus,
	fieldset[disabled] .btn-warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.btn-warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.btn-danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger:focus,
	.btn-danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.btn-danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.btn-danger:active:hover,
	.btn-danger.active:hover,
	.open > .dropdown-toggle.btn-danger:hover,
	.btn-danger:active:focus,
	.btn-danger.active:focus,
	.open > .dropdown-toggle.btn-danger:focus,
	.btn-danger:active.focus,
	.btn-danger.active.focus,
	.open > .dropdown-toggle.btn-danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.btn-danger:active,
	.btn-danger.active,
	.open > .dropdown-toggle.btn-danger {
	background-image: none;
	}
	.btn-danger.disabled:hover,
	.btn-danger[disabled]:hover,
	fieldset[disabled] .btn-danger:hover,
	.btn-danger.disabled:focus,
	.btn-danger[disabled]:focus,
	fieldset[disabled] .btn-danger:focus,
	.btn-danger.disabled.focus,
	.btn-danger[disabled].focus,
	fieldset[disabled] .btn-danger.focus {
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.btn-danger .badge {
	color: #d9534f;
	background-color: #fff;
	}
	.btn-link {
	color: #337ab7;
	font-weight: normal;
	border-radius: 0;
	}
	.btn-link,
	.btn-link:active,
	.btn-link.active,
	.btn-link[disabled],
	fieldset[disabled] .btn-link {
	background-color: transparent;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn-link,
	.btn-link:hover,
	.btn-link:focus,
	.btn-link:active {
	border-color: transparent;
	}
	.btn-link:hover,
	.btn-link:focus {
	color: #23527c;
	text-decoration: underline;
	background-color: transparent;
	}
	.btn-link[disabled]:hover,
	fieldset[disabled] .btn-link:hover,
	.btn-link[disabled]:focus,
	fieldset[disabled] .btn-link:focus {
	color: #777777;
	text-decoration: none;
	}
	.btn-lg,
	.btn-group-lg > .btn {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	.btn-sm,
	.btn-group-sm > .btn {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-xs,
	.btn-group-xs > .btn {
	padding: 1px 5px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	.btn-block {
	display: block;
	width: 100%;
	}
	.btn-block + .btn-block {
	margin-top: 5px;
	}
	input[type="submit"].btn-block,
	input[type="reset"].btn-block,
	input[type="button"].btn-block {
	width: 100%;
	}
	.fade {
	opacity: 0;
	-webkit-transition: opacity 0.15s linear;
	-o-transition: opacity 0.15s linear;
	transition: opacity 0.15s linear;
	}
	.fade.in {
	opacity: 1;
	}
	.collapse {
	display: none;
	}
	.collapse.in {
	display: block;
	}
	tr.collapse.in {
	display: table-row;
	}
	tbody.collapse.in {
	display: table-row-group;
	}
	.collapsing {
	position: relative;
	height: 0;
	overflow: hidden;
	-webkit-transition-property: height, visibility;
	transition-property: height, visibility;
	-webkit-transition-duration: 0.35s;
	transition-duration: 0.35s;
	-webkit-transition-timing-function: ease;
	transition-timing-function: ease;
	}
	.caret {
	display: inline-block;
	width: 0;
	height: 0;
	margin-left: 2px;
	vertical-align: middle;
	border-top: 4px dashed;
	border-top: 4px solid \9;
	border-right: 4px solid transparent;
	border-left: 4px solid transparent;
	}
	.dropup,
	.dropdown {
	position: relative;
	}
	.dropdown-toggle:focus {
	outline: 0;
	}
	.dropdown-menu {
	position: absolute;
	top: 100%;
	left: 0;
	z-index: 1000;
	display: none;
	float: left;
	min-width: 160px;
	padding: 5px 0;
	margin: 2px 0 0;
	list-style: none;
	font-size: 13px;
	text-align: left;
	background-color: #fff;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.15);
	border-radius: 2px;
	-webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
	background-clip: padding-box;
	}
	.dropdown-menu.pull-right {
	right: 0;
	left: auto;
	}
	.dropdown-menu .divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.dropdown-menu > li > a {
	display: block;
	padding: 3px 20px;
	clear: both;
	font-weight: normal;
	line-height: 1.42857143;
	color: #333333;
	white-space: nowrap;
	}
	.dropdown-menu > li > a:hover,
	.dropdown-menu > li > a:focus {
	text-decoration: none;
	color: #262626;
	background-color: #f5f5f5;
	}
	.dropdown-menu > .active > a,
	.dropdown-menu > .active > a:hover,
	.dropdown-menu > .active > a:focus {
	color: #fff;
	text-decoration: none;
	outline: 0;
	background-color: #337ab7;
	}
	.dropdown-menu > .disabled > a,
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	color: #777777;
	}
	.dropdown-menu > .disabled > a:hover,
	.dropdown-menu > .disabled > a:focus {
	text-decoration: none;
	background-color: transparent;
	background-image: none;
	filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
	cursor: not-allowed;
	}
	.open > .dropdown-menu {
	display: block;
	}
	.open > a {
	outline: 0;
	}
	.dropdown-menu-right {
	left: auto;
	right: 0;
	}
	.dropdown-menu-left {
	left: 0;
	right: auto;
	}
	.dropdown-header {
	display: block;
	padding: 3px 20px;
	font-size: 12px;
	line-height: 1.42857143;
	color: #777777;
	white-space: nowrap;
	}
	.dropdown-backdrop {
	position: fixed;
	left: 0;
	right: 0;
	bottom: 0;
	top: 0;
	z-index: 990;
	}
	.pull-right > .dropdown-menu {
	right: 0;
	left: auto;
	}
	.dropup .caret,
	.navbar-fixed-bottom .dropdown .caret {
	border-top: 0;
	border-bottom: 4px dashed;
	border-bottom: 4px solid \9;
	content: "";
	}
	.dropup .dropdown-menu,
	.navbar-fixed-bottom .dropdown .dropdown-menu {
	top: auto;
	bottom: 100%;
	margin-bottom: 2px;
	}
	@media (min-width: 541px) {
	.navbar-right .dropdown-menu {
	left: auto;
	right: 0;
	}
	.navbar-right .dropdown-menu-left {
	left: 0;
	right: auto;
	}
	}
	.btn-group,
	.btn-group-vertical {
	position: relative;
	display: inline-block;
	vertical-align: middle;
	}
	.btn-group > .btn,
	.btn-group-vertical > .btn {
	position: relative;
	float: left;
	}
	.btn-group > .btn:hover,
	.btn-group-vertical > .btn:hover,
	.btn-group > .btn:focus,
	.btn-group-vertical > .btn:focus,
	.btn-group > .btn:active,
	.btn-group-vertical > .btn:active,
	.btn-group > .btn.active,
	.btn-group-vertical > .btn.active {
	z-index: 2;
	}
	.btn-group .btn + .btn,
	.btn-group .btn + .btn-group,
	.btn-group .btn-group + .btn,
	.btn-group .btn-group + .btn-group {
	margin-left: -1px;
	}
	.btn-toolbar {
	margin-left: -5px;
	}
	.btn-toolbar .btn,
	.btn-toolbar .btn-group,
	.btn-toolbar .input-group {
	float: left;
	}
	.btn-toolbar > .btn,
	.btn-toolbar > .btn-group,
	.btn-toolbar > .input-group {
	margin-left: 5px;
	}
	.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
	border-radius: 0;
	}
	.btn-group > .btn:first-child {
	margin-left: 0;
	}
	.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn:last-child:not(:first-child),
	.btn-group > .dropdown-toggle:not(:first-child) {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group > .btn-group {
	float: left;
	}
	.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group .dropdown-toggle:active,
	.btn-group.open .dropdown-toggle {
	outline: 0;
	}
	.btn-group > .btn + .dropdown-toggle {
	padding-left: 8px;
	padding-right: 8px;
	}
	.btn-group > .btn-lg + .dropdown-toggle {
	padding-left: 12px;
	padding-right: 12px;
	}
	.btn-group.open .dropdown-toggle {
	-webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
	}
	.btn-group.open .dropdown-toggle.btn-link {
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	.btn .caret {
	margin-left: 0;
	}
	.btn-lg .caret {
	border-width: 5px 5px 0;
	border-bottom-width: 0;
	}
	.dropup .btn-lg .caret {
	border-width: 0 5px 5px;
	}
	.btn-group-vertical > .btn,
	.btn-group-vertical > .btn-group,
	.btn-group-vertical > .btn-group > .btn {
	display: block;
	float: none;
	width: 100%;
	max-width: 100%;
	}
	.btn-group-vertical > .btn-group > .btn {
	float: none;
	}
	.btn-group-vertical > .btn + .btn,
	.btn-group-vertical > .btn + .btn-group,
	.btn-group-vertical > .btn-group + .btn,
	.btn-group-vertical > .btn-group + .btn-group {
	margin-top: -1px;
	margin-left: 0;
	}
	.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.btn-group-vertical > .btn:first-child:not(:last-child) {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn:last-child:not(:first-child) {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
	border-radius: 0;
	}
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
	.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.btn-group-justified {
	display: table;
	width: 100%;
	table-layout: fixed;
	border-collapse: separate;
	}
	.btn-group-justified > .btn,
	.btn-group-justified > .btn-group {
	float: none;
	display: table-cell;
	width: 1%;
	}
	.btn-group-justified > .btn-group .btn {
	width: 100%;
	}
	.btn-group-justified > .btn-group .dropdown-menu {
	left: auto;
	}
	[data-toggle="buttons"] > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
	[data-toggle="buttons"] > .btn input[type="checkbox"],
	[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
	position: absolute;
	clip: rect(0, 0, 0, 0);
	pointer-events: none;
	}
	.input-group {
	position: relative;
	display: table;
	border-collapse: separate;
	}
	.input-group[class*="col-"] {
	float: none;
	padding-left: 0;
	padding-right: 0;
	}
	.input-group .form-control {
	position: relative;
	z-index: 2;
	float: left;
	width: 100%;
	margin-bottom: 0;
	}
	.input-group .form-control:focus {
	z-index: 3;
	}
	.input-group-lg > .form-control,
	.input-group-lg > .input-group-addon,
	.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	border-radius: 3px;
	}
	select.input-group-lg > .form-control,
	select.input-group-lg > .input-group-addon,
	select.input-group-lg > .input-group-btn > .btn {
	height: 45px;
	line-height: 45px;
	}
	textarea.input-group-lg > .form-control,
	textarea.input-group-lg > .input-group-addon,
	textarea.input-group-lg > .input-group-btn > .btn,
	select[multiple].input-group-lg > .form-control,
	select[multiple].input-group-lg > .input-group-addon,
	select[multiple].input-group-lg > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-sm > .form-control,
	.input-group-sm > .input-group-addon,
	.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	}
	select.input-group-sm > .form-control,
	select.input-group-sm > .input-group-addon,
	select.input-group-sm > .input-group-btn > .btn {
	height: 30px;
	line-height: 30px;
	}
	textarea.input-group-sm > .form-control,
	textarea.input-group-sm > .input-group-addon,
	textarea.input-group-sm > .input-group-btn > .btn,
	select[multiple].input-group-sm > .form-control,
	select[multiple].input-group-sm > .input-group-addon,
	select[multiple].input-group-sm > .input-group-btn > .btn {
	height: auto;
	}
	.input-group-addon,
	.input-group-btn,
	.input-group .form-control {
	display: table-cell;
	}
	.input-group-addon:not(:first-child):not(:last-child),
	.input-group-btn:not(:first-child):not(:last-child),
	.input-group .form-control:not(:first-child):not(:last-child) {
	border-radius: 0;
	}
	.input-group-addon,
	.input-group-btn {
	width: 1%;
	white-space: nowrap;
	vertical-align: middle;
	}
	.input-group-addon {
	padding: 6px 12px;
	font-size: 13px;
	font-weight: normal;
	line-height: 1;
	color: #555555;
	text-align: center;
	background-color: #eeeeee;
	border: 1px solid #ccc;
	border-radius: 2px;
	}
	.input-group-addon.input-sm {
	padding: 5px 10px;
	font-size: 12px;
	border-radius: 1px;
	}
	.input-group-addon.input-lg {
	padding: 10px 16px;
	font-size: 17px;
	border-radius: 3px;
	}
	.input-group-addon input[type="radio"],
	.input-group-addon input[type="checkbox"] {
	margin-top: 0;
	}
	.input-group .form-control:first-child,
	.input-group-addon:first-child,
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group > .btn,
	.input-group-btn:first-child > .dropdown-toggle,
	.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
	.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
	border-bottom-right-radius: 0;
	border-top-right-radius: 0;
	}
	.input-group-addon:first-child {
	border-right: 0;
	}
	.input-group .form-control:last-child,
	.input-group-addon:last-child,
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group > .btn,
	.input-group-btn:last-child > .dropdown-toggle,
	.input-group-btn:first-child > .btn:not(:first-child),
	.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
	border-bottom-left-radius: 0;
	border-top-left-radius: 0;
	}
	.input-group-addon:last-child {
	border-left: 0;
	}
	.input-group-btn {
	position: relative;
	font-size: 0;
	white-space: nowrap;
	}
	.input-group-btn > .btn {
	position: relative;
	}
	.input-group-btn > .btn + .btn {
	margin-left: -1px;
	}
	.input-group-btn > .btn:hover,
	.input-group-btn > .btn:focus,
	.input-group-btn > .btn:active {
	z-index: 2;
	}
	.input-group-btn:first-child > .btn,
	.input-group-btn:first-child > .btn-group {
	margin-right: -1px;
	}
	.input-group-btn:last-child > .btn,
	.input-group-btn:last-child > .btn-group {
	z-index: 2;
	margin-left: -1px;
	}
	.nav {
	margin-bottom: 0;
	padding-left: 0;
	list-style: none;
	}
	.nav > li {
	position: relative;
	display: block;
	}
	.nav > li > a {
	position: relative;
	display: block;
	padding: 10px 15px;
	}
	.nav > li > a:hover,
	.nav > li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.nav > li.disabled > a {
	color: #777777;
	}
	.nav > li.disabled > a:hover,
	.nav > li.disabled > a:focus {
	color: #777777;
	text-decoration: none;
	background-color: transparent;
	cursor: not-allowed;
	}
	.nav .open > a,
	.nav .open > a:hover,
	.nav .open > a:focus {
	background-color: #eeeeee;
	border-color: #337ab7;
	}
	.nav .nav-divider {
	height: 1px;
	margin: 8px 0;
	overflow: hidden;
	background-color: #e5e5e5;
	}
	.nav > li > a > img {
	max-width: none;
	}
	.nav-tabs {
	border-bottom: 1px solid #ddd;
	}
	.nav-tabs > li {
	float: left;
	margin-bottom: -1px;
	}
	.nav-tabs > li > a {
	margin-right: 2px;
	line-height: 1.42857143;
	border: 1px solid transparent;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs > li > a:hover {
	border-color: #eeeeee #eeeeee #ddd;
	}
	.nav-tabs > li.active > a,
	.nav-tabs > li.active > a:hover,
	.nav-tabs > li.active > a:focus {
	color: #555555;
	background-color: #fff;
	border: 1px solid #ddd;
	border-bottom-color: transparent;
	cursor: default;
	}
	.nav-tabs.nav-justified {
	width: 100%;
	border-bottom: 0;
	}
	.nav-tabs.nav-justified > li {
	float: none;
	}
	.nav-tabs.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-tabs.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-tabs.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs.nav-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs.nav-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs.nav-justified > .active > a,
	.nav-tabs.nav-justified > .active > a:hover,
	.nav-tabs.nav-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.nav-pills > li {
	float: left;
	}
	.nav-pills > li > a {
	border-radius: 2px;
	}
	.nav-pills > li + li {
	margin-left: 2px;
	}
	.nav-pills > li.active > a,
	.nav-pills > li.active > a:hover,
	.nav-pills > li.active > a:focus {
	color: #fff;
	background-color: #337ab7;
	}
	.nav-stacked > li {
	float: none;
	}
	.nav-stacked > li + li {
	margin-top: 2px;
	margin-left: 0;
	}
	.nav-justified {
	width: 100%;
	}
	.nav-justified > li {
	float: none;
	}
	.nav-justified > li > a {
	text-align: center;
	margin-bottom: 5px;
	}
	.nav-justified > .dropdown .dropdown-menu {
	top: auto;
	left: auto;
	}
	@media (min-width: 768px) {
	.nav-justified > li {
	display: table-cell;
	width: 1%;
	}
	.nav-justified > li > a {
	margin-bottom: 0;
	}
	}
	.nav-tabs-justified {
	border-bottom: 0;
	}
	.nav-tabs-justified > li > a {
	margin-right: 0;
	border-radius: 2px;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border: 1px solid #ddd;
	}
	@media (min-width: 768px) {
	.nav-tabs-justified > li > a {
	border-bottom: 1px solid #ddd;
	border-radius: 2px 2px 0 0;
	}
	.nav-tabs-justified > .active > a,
	.nav-tabs-justified > .active > a:hover,
	.nav-tabs-justified > .active > a:focus {
	border-bottom-color: #fff;
	}
	}
	.tab-content > .tab-pane {
	display: none;
	}
	.tab-content > .active {
	display: block;
	}
	.nav-tabs .dropdown-menu {
	margin-top: -1px;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar {
	position: relative;
	min-height: 30px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	}
	@media (min-width: 541px) {
	.navbar {
	border-radius: 2px;
	}
	}
	@media (min-width: 541px) {
	.navbar-header {
	float: left;
	}
	}
	.navbar-collapse {
	overflow-x: visible;
	padding-right: 0px;
	padding-left: 0px;
	border-top: 1px solid transparent;
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
	-webkit-overflow-scrolling: touch;
	}
	.navbar-collapse.in {
	overflow-y: auto;
	}
	@media (min-width: 541px) {
	.navbar-collapse {
	width: auto;
	border-top: 0;
	box-shadow: none;
	}
	.navbar-collapse.collapse {
	display: block !important;
	height: auto !important;
	padding-bottom: 0;
	overflow: visible !important;
	}
	.navbar-collapse.in {
	overflow-y: visible;
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-static-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	padding-left: 0;
	padding-right: 0;
	}
	}
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 340px;
	}
	@media (max-device-width: 540px) and (orientation: landscape) {
	.navbar-fixed-top .navbar-collapse,
	.navbar-fixed-bottom .navbar-collapse {
	max-height: 200px;
	}
	}
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0px;
	margin-left: 0px;
	}
	@media (min-width: 541px) {
	.container > .navbar-header,
	.container-fluid > .navbar-header,
	.container > .navbar-collapse,
	.container-fluid > .navbar-collapse {
	margin-right: 0;
	margin-left: 0;
	}
	}
	.navbar-static-top {
	z-index: 1000;
	border-width: 0 0 1px;
	}
	@media (min-width: 541px) {
	.navbar-static-top {
	border-radius: 0;
	}
	}
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	position: fixed;
	right: 0;
	left: 0;
	z-index: 1030;
	}
	@media (min-width: 541px) {
	.navbar-fixed-top,
	.navbar-fixed-bottom {
	border-radius: 0;
	}
	}
	.navbar-fixed-top {
	top: 0;
	border-width: 0 0 1px;
	}
	.navbar-fixed-bottom {
	bottom: 0;
	margin-bottom: 0;
	border-width: 1px 0 0;
	}
	.navbar-brand {
	float: left;
	padding: 6px 0px;
	font-size: 17px;
	line-height: 18px;
	height: 30px;
	}
	.navbar-brand:hover,
	.navbar-brand:focus {
	text-decoration: none;
	}
	.navbar-brand > img {
	display: block;
	}
	@media (min-width: 541px) {
	.navbar > .container .navbar-brand,
	.navbar > .container-fluid .navbar-brand {
	margin-left: 0px;
	}
	}
	.navbar-toggle {
	position: relative;
	float: right;
	margin-right: 0px;
	padding: 9px 10px;
	margin-top: -2px;
	margin-bottom: -2px;
	background-color: transparent;
	background-image: none;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.navbar-toggle:focus {
	outline: 0;
	}
	.navbar-toggle .icon-bar {
	display: block;
	width: 22px;
	height: 2px;
	border-radius: 1px;
	}
	.navbar-toggle .icon-bar + .icon-bar {
	margin-top: 4px;
	}
	@media (min-width: 541px) {
	.navbar-toggle {
	display: none;
	}
	}
	.navbar-nav {
	margin: 3px 0px;
	}
	.navbar-nav > li > a {
	padding-top: 10px;
	padding-bottom: 10px;
	line-height: 18px;
	}
	@media (max-width: 540px) {
	.navbar-nav .open .dropdown-menu {
	position: static;
	float: none;
	width: auto;
	margin-top: 0;
	background-color: transparent;
	border: 0;
	box-shadow: none;
	}
	.navbar-nav .open .dropdown-menu > li > a,
	.navbar-nav .open .dropdown-menu .dropdown-header {
	padding: 5px 15px 5px 25px;
	}
	.navbar-nav .open .dropdown-menu > li > a {
	line-height: 18px;
	}
	.navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-nav .open .dropdown-menu > li > a:focus {
	background-image: none;
	}
	}
	@media (min-width: 541px) {
	.navbar-nav {
	float: left;
	margin: 0;
	}
	.navbar-nav > li {
	float: left;
	}
	.navbar-nav > li > a {
	padding-top: 6px;
	padding-bottom: 6px;
	}
	}
	.navbar-form {
	margin-left: 0px;
	margin-right: 0px;
	padding: 10px 0px;
	border-top: 1px solid transparent;
	border-bottom: 1px solid transparent;
	-webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
	margin-top: -1px;
	margin-bottom: -1px;
	}
	@media (min-width: 768px) {
	.navbar-form .form-group {
	display: inline-block;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .form-control {
	display: inline-block;
	width: auto;
	vertical-align: middle;
	}
	.navbar-form .form-control-static {
	display: inline-block;
	}
	.navbar-form .input-group {
	display: inline-table;
	vertical-align: middle;
	}
	.navbar-form .input-group .input-group-addon,
	.navbar-form .input-group .input-group-btn,
	.navbar-form .input-group .form-control {
	width: auto;
	}
	.navbar-form .input-group > .form-control {
	width: 100%;
	}
	.navbar-form .control-label {
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio,
	.navbar-form .checkbox {
	display: inline-block;
	margin-top: 0;
	margin-bottom: 0;
	vertical-align: middle;
	}
	.navbar-form .radio label,
	.navbar-form .checkbox label {
	padding-left: 0;
	}
	.navbar-form .radio input[type="radio"],
	.navbar-form .checkbox input[type="checkbox"] {
	position: relative;
	margin-left: 0;
	}
	.navbar-form .has-feedback .form-control-feedback {
	top: 0;
	}
	}
	@media (max-width: 540px) {
	.navbar-form .form-group {
	margin-bottom: 5px;
	}
	.navbar-form .form-group:last-child {
	margin-bottom: 0;
	}
	}
	@media (min-width: 541px) {
	.navbar-form {
	width: auto;
	border: 0;
	margin-left: 0;
	margin-right: 0;
	padding-top: 0;
	padding-bottom: 0;
	-webkit-box-shadow: none;
	box-shadow: none;
	}
	}
	.navbar-nav > li > .dropdown-menu {
	margin-top: 0;
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
	margin-bottom: 0;
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	border-bottom-right-radius: 0;
	border-bottom-left-radius: 0;
	}
	.navbar-btn {
	margin-top: -1px;
	margin-bottom: -1px;
	}
	.navbar-btn.btn-sm {
	margin-top: 0px;
	margin-bottom: 0px;
	}
	.navbar-btn.btn-xs {
	margin-top: 4px;
	margin-bottom: 4px;
	}
	.navbar-text {
	margin-top: 6px;
	margin-bottom: 6px;
	}
	@media (min-width: 541px) {
	.navbar-text {
	float: left;
	margin-left: 0px;
	margin-right: 0px;
	}
	}
	@media (min-width: 541px) {
	.navbar-left {
	float: left !important;
	float: left;
	}
	.navbar-right {
	float: right !important;
	float: right;
	margin-right: 0px;
	}
	.navbar-right ~ .navbar-right {
	margin-right: 0;
	}
	}
	.navbar-default {
	background-color: #f8f8f8;
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-brand {
	color: #777;
	}
	.navbar-default .navbar-brand:hover,
	.navbar-default .navbar-brand:focus {
	color: #5e5e5e;
	background-color: transparent;
	}
	.navbar-default .navbar-text {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav > li > a:hover,
	.navbar-default .navbar-nav > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav > .active > a,
	.navbar-default .navbar-nav > .active > a:hover,
	.navbar-default .navbar-nav > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .disabled > a,
	.navbar-default .navbar-nav > .disabled > a:hover,
	.navbar-default .navbar-nav > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	.navbar-default .navbar-toggle {
	border-color: #ddd;
	}
	.navbar-default .navbar-toggle:hover,
	.navbar-default .navbar-toggle:focus {
	background-color: #ddd;
	}
	.navbar-default .navbar-toggle .icon-bar {
	background-color: #888;
	}
	.navbar-default .navbar-collapse,
	.navbar-default .navbar-form {
	border-color: #e7e7e7;
	}
	.navbar-default .navbar-nav > .open > a,
	.navbar-default .navbar-nav > .open > a:hover,
	.navbar-default .navbar-nav > .open > a:focus {
	background-color: #e7e7e7;
	color: #555;
	}
	@media (max-width: 540px) {
	.navbar-default .navbar-nav .open .dropdown-menu > li > a {
	color: #777;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #333;
	background-color: transparent;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #555;
	background-color: #e7e7e7;
	}
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #ccc;
	background-color: transparent;
	}
	}
	.navbar-default .navbar-link {
	color: #777;
	}
	.navbar-default .navbar-link:hover {
	color: #333;
	}
	.navbar-default .btn-link {
	color: #777;
	}
	.navbar-default .btn-link:hover,
	.navbar-default .btn-link:focus {
	color: #333;
	}
	.navbar-default .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-default .btn-link:hover,
	.navbar-default .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-default .btn-link:focus {
	color: #ccc;
	}
	.navbar-inverse {
	background-color: #222;
	border-color: #080808;
	}
	.navbar-inverse .navbar-brand {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-brand:hover,
	.navbar-inverse .navbar-brand:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-text {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav > li > a:hover,
	.navbar-inverse .navbar-nav > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav > .active > a,
	.navbar-inverse .navbar-nav > .active > a:hover,
	.navbar-inverse .navbar-nav > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav > .disabled > a,
	.navbar-inverse .navbar-nav > .disabled > a:hover,
	.navbar-inverse .navbar-nav > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	.navbar-inverse .navbar-toggle {
	border-color: #333;
	}
	.navbar-inverse .navbar-toggle:hover,
	.navbar-inverse .navbar-toggle:focus {
	background-color: #333;
	}
	.navbar-inverse .navbar-toggle .icon-bar {
	background-color: #fff;
	}
	.navbar-inverse .navbar-collapse,
	.navbar-inverse .navbar-form {
	border-color: #101010;
	}
	.navbar-inverse .navbar-nav > .open > a,
	.navbar-inverse .navbar-nav > .open > a:hover,
	.navbar-inverse .navbar-nav > .open > a:focus {
	background-color: #080808;
	color: #fff;
	}
	@media (max-width: 540px) {
	.navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
	border-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu .divider {
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
	color: #fff;
	background-color: transparent;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
	color: #fff;
	background-color: #080808;
	}
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
	.navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
	color: #444;
	background-color: transparent;
	}
	}
	.navbar-inverse .navbar-link {
	color: #9d9d9d;
	}
	.navbar-inverse .navbar-link:hover {
	color: #fff;
	}
	.navbar-inverse .btn-link {
	color: #9d9d9d;
	}
	.navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link:focus {
	color: #fff;
	}
	.navbar-inverse .btn-link[disabled]:hover,
	fieldset[disabled] .navbar-inverse .btn-link:hover,
	.navbar-inverse .btn-link[disabled]:focus,
	fieldset[disabled] .navbar-inverse .btn-link:focus {
	color: #444;
	}
	.breadcrumb {
	padding: 8px 15px;
	margin-bottom: 18px;
	list-style: none;
	background-color: #f5f5f5;
	border-radius: 2px;
	}
	.breadcrumb > li {
	display: inline-block;
	}
	.breadcrumb > li + li:before {
	content: "/\00a0";
	padding: 0 5px;
	color: #5e5e5e;
	}
	.breadcrumb > .active {
	color: #777777;
	}
	.pagination {
	display: inline-block;
	padding-left: 0;
	margin: 18px 0;
	border-radius: 2px;
	}
	.pagination > li {
	display: inline;
	}
	.pagination > li > a,
	.pagination > li > span {
	position: relative;
	float: left;
	padding: 6px 12px;
	line-height: 1.42857143;
	text-decoration: none;
	color: #337ab7;
	background-color: #fff;
	border: 1px solid #ddd;
	margin-left: -1px;
	}
	.pagination > li:first-child > a,
	.pagination > li:first-child > span {
	margin-left: 0;
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.pagination > li:last-child > a,
	.pagination > li:last-child > span {
	border-bottom-right-radius: 2px;
	border-top-right-radius: 2px;
	}
	.pagination > li > a:hover,
	.pagination > li > span:hover,
	.pagination > li > a:focus,
	.pagination > li > span:focus {
	z-index: 2;
	color: #23527c;
	background-color: #eeeeee;
	border-color: #ddd;
	}
	.pagination > .active > a,
	.pagination > .active > span,
	.pagination > .active > a:hover,
	.pagination > .active > span:hover,
	.pagination > .active > a:focus,
	.pagination > .active > span:focus {
	z-index: 3;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	cursor: default;
	}
	.pagination > .disabled > span,
	.pagination > .disabled > span:hover,
	.pagination > .disabled > span:focus,
	.pagination > .disabled > a,
	.pagination > .disabled > a:hover,
	.pagination > .disabled > a:focus {
	color: #777777;
	background-color: #fff;
	border-color: #ddd;
	cursor: not-allowed;
	}
	.pagination-lg > li > a,
	.pagination-lg > li > span {
	padding: 10px 16px;
	font-size: 17px;
	line-height: 1.3333333;
	}
	.pagination-lg > li:first-child > a,
	.pagination-lg > li:first-child > span {
	border-bottom-left-radius: 3px;
	border-top-left-radius: 3px;
	}
	.pagination-lg > li:last-child > a,
	.pagination-lg > li:last-child > span {
	border-bottom-right-radius: 3px;
	border-top-right-radius: 3px;
	}
	.pagination-sm > li > a,
	.pagination-sm > li > span {
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	}
	.pagination-sm > li:first-child > a,
	.pagination-sm > li:first-child > span {
	border-bottom-left-radius: 1px;
	border-top-left-radius: 1px;
	}
	.pagination-sm > li:last-child > a,
	.pagination-sm > li:last-child > span {
	border-bottom-right-radius: 1px;
	border-top-right-radius: 1px;
	}
	.pager {
	padding-left: 0;
	margin: 18px 0;
	list-style: none;
	text-align: center;
	}
	.pager li {
	display: inline;
	}
	.pager li > a,
	.pager li > span {
	display: inline-block;
	padding: 5px 14px;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 15px;
	}
	.pager li > a:hover,
	.pager li > a:focus {
	text-decoration: none;
	background-color: #eeeeee;
	}
	.pager .next > a,
	.pager .next > span {
	float: right;
	}
	.pager .previous > a,
	.pager .previous > span {
	float: left;
	}
	.pager .disabled > a,
	.pager .disabled > a:hover,
	.pager .disabled > a:focus,
	.pager .disabled > span {
	color: #777777;
	background-color: #fff;
	cursor: not-allowed;
	}
	.label {
	display: inline;
	padding: .2em .6em .3em;
	font-size: 75%;
	font-weight: bold;
	line-height: 1;
	color: #fff;
	text-align: center;
	white-space: nowrap;
	vertical-align: baseline;
	border-radius: .25em;
	}
	a.label:hover,
	a.label:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.label:empty {
	display: none;
	}
	.btn .label {
	position: relative;
	top: -1px;
	}
	.label-default {
	background-color: #777777;
	}
	.label-default[href]:hover,
	.label-default[href]:focus {
	background-color: #5e5e5e;
	}
	.label-primary {
	background-color: #337ab7;
	}
	.label-primary[href]:hover,
	.label-primary[href]:focus {
	background-color: #286090;
	}
	.label-success {
	background-color: #5cb85c;
	}
	.label-success[href]:hover,
	.label-success[href]:focus {
	background-color: #449d44;
	}
	.label-info {
	background-color: #5bc0de;
	}
	.label-info[href]:hover,
	.label-info[href]:focus {
	background-color: #31b0d5;
	}
	.label-warning {
	background-color: #f0ad4e;
	}
	.label-warning[href]:hover,
	.label-warning[href]:focus {
	background-color: #ec971f;
	}
	.label-danger {
	background-color: #d9534f;
	}
	.label-danger[href]:hover,
	.label-danger[href]:focus {
	background-color: #c9302c;
	}
	.badge {
	display: inline-block;
	min-width: 10px;
	padding: 3px 7px;
	font-size: 12px;
	font-weight: bold;
	color: #fff;
	line-height: 1;
	vertical-align: middle;
	white-space: nowrap;
	text-align: center;
	background-color: #777777;
	border-radius: 10px;
	}
	.badge:empty {
	display: none;
	}
	.btn .badge {
	position: relative;
	top: -1px;
	}
	.btn-xs .badge,
	.btn-group-xs > .btn .badge {
	top: 0;
	padding: 1px 5px;
	}
	a.badge:hover,
	a.badge:focus {
	color: #fff;
	text-decoration: none;
	cursor: pointer;
	}
	.list-group-item.active > .badge,
	.nav-pills > .active > a > .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.list-group-item > .badge {
	float: right;
	}
	.list-group-item > .badge + .badge {
	margin-right: 5px;
	}
	.nav-pills > li > a > .badge {
	margin-left: 3px;
	}
	.jumbotron {
	padding-top: 30px;
	padding-bottom: 30px;
	margin-bottom: 30px;
	color: inherit;
	background-color: #eeeeee;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	color: inherit;
	}
	.jumbotron p {
	margin-bottom: 15px;
	font-size: 20px;
	font-weight: 200;
	}
	.jumbotron > hr {
	border-top-color: #d5d5d5;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	border-radius: 3px;
	padding-left: 0px;
	padding-right: 0px;
	}
	.jumbotron .container {
	max-width: 100%;
	}
	@media screen and (min-width: 768px) {
	.jumbotron {
	padding-top: 48px;
	padding-bottom: 48px;
	}
	.container .jumbotron,
	.container-fluid .jumbotron {
	padding-left: 60px;
	padding-right: 60px;
	}
	.jumbotron h1,
	.jumbotron .h1 {
	font-size: 59px;
	}
	}
	.thumbnail {
	display: block;
	padding: 4px;
	margin-bottom: 18px;
	line-height: 1.42857143;
	background-color: #fff;
	border: 1px solid #ddd;
	border-radius: 2px;
	-webkit-transition: border 0.2s ease-in-out;
	-o-transition: border 0.2s ease-in-out;
	transition: border 0.2s ease-in-out;
	}
	.thumbnail > img,
	.thumbnail a > img {
	margin-left: auto;
	margin-right: auto;
	}
	a.thumbnail:hover,
	a.thumbnail:focus,
	a.thumbnail.active {
	border-color: #337ab7;
	}
	.thumbnail .caption {
	padding: 9px;
	color: #000;
	}
	.alert {
	padding: 15px;
	margin-bottom: 18px;
	border: 1px solid transparent;
	border-radius: 2px;
	}
	.alert h4 {
	margin-top: 0;
	color: inherit;
	}
	.alert .alert-link {
	font-weight: bold;
	}
	.alert > p,
	.alert > ul {
	margin-bottom: 0;
	}
	.alert > p + p {
	margin-top: 5px;
	}
	.alert-dismissable,
	.alert-dismissible {
	padding-right: 35px;
	}
	.alert-dismissable .close,
	.alert-dismissible .close {
	position: relative;
	top: -2px;
	right: -21px;
	color: inherit;
	}
	.alert-success {
	background-color: #dff0d8;
	border-color: #d6e9c6;
	color: #3c763d;
	}
	.alert-success hr {
	border-top-color: #c9e2b3;
	}
	.alert-success .alert-link {
	color: #2b542c;
	}
	.alert-info {
	background-color: #d9edf7;
	border-color: #bce8f1;
	color: #31708f;
	}
	.alert-info hr {
	border-top-color: #a6e1ec;
	}
	.alert-info .alert-link {
	color: #245269;
	}
	.alert-warning {
	background-color: #fcf8e3;
	border-color: #faebcc;
	color: #8a6d3b;
	}
	.alert-warning hr {
	border-top-color: #f7e1b5;
	}
	.alert-warning .alert-link {
	color: #66512c;
	}
	.alert-danger {
	background-color: #f2dede;
	border-color: #ebccd1;
	color: #a94442;
	}
	.alert-danger hr {
	border-top-color: #e4b9c0;
	}
	.alert-danger .alert-link {
	color: #843534;
	}
	@-webkit-keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	@keyframes progress-bar-stripes {
	from {
	background-position: 40px 0;
	}
	to {
	background-position: 0 0;
	}
	}
	.progress {
	overflow: hidden;
	height: 18px;
	margin-bottom: 18px;
	background-color: #f5f5f5;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
	}
	.progress-bar {
	float: left;
	width: 0%;
	height: 100%;
	font-size: 12px;
	line-height: 18px;
	color: #fff;
	text-align: center;
	background-color: #337ab7;
	-webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
	-webkit-transition: width 0.6s ease;
	-o-transition: width 0.6s ease;
	transition: width 0.6s ease;
	}
	.progress-striped .progress-bar,
	.progress-bar-striped {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-size: 40px 40px;
	}
	.progress.active .progress-bar,
	.progress-bar.active {
	-webkit-animation: progress-bar-stripes 2s linear infinite;
	-o-animation: progress-bar-stripes 2s linear infinite;
	animation: progress-bar-stripes 2s linear infinite;
	}
	.progress-bar-success {
	background-color: #5cb85c;
	}
	.progress-striped .progress-bar-success {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-info {
	background-color: #5bc0de;
	}
	.progress-striped .progress-bar-info {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-warning {
	background-color: #f0ad4e;
	}
	.progress-striped .progress-bar-warning {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.progress-bar-danger {
	background-color: #d9534f;
	}
	.progress-striped .progress-bar-danger {
	background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
	}
	.media {
	margin-top: 15px;
	}
	.media:first-child {
	margin-top: 0;
	}
	.media,
	.media-body {
	zoom: 1;
	overflow: hidden;
	}
	.media-body {
	width: 10000px;
	}
	.media-object {
	display: block;
	}
	.media-object.img-thumbnail {
	max-width: none;
	}
	.media-right,
	.media > .pull-right {
	padding-left: 10px;
	}
	.media-left,
	.media > .pull-left {
	padding-right: 10px;
	}
	.media-left,
	.media-right,
	.media-body {
	display: table-cell;
	vertical-align: top;
	}
	.media-middle {
	vertical-align: middle;
	}
	.media-bottom {
	vertical-align: bottom;
	}
	.media-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.media-list {
	padding-left: 0;
	list-style: none;
	}
	.list-group {
	margin-bottom: 20px;
	padding-left: 0;
	}
	.list-group-item {
	position: relative;
	display: block;
	padding: 10px 15px;
	margin-bottom: -1px;
	background-color: #fff;
	border: 1px solid #ddd;
	}
	.list-group-item:first-child {
	border-top-right-radius: 2px;
	border-top-left-radius: 2px;
	}
	.list-group-item:last-child {
	margin-bottom: 0;
	border-bottom-right-radius: 2px;
	border-bottom-left-radius: 2px;
	}
	a.list-group-item,
	button.list-group-item {
	color: #555;
	}
	a.list-group-item .list-group-item-heading,
	button.list-group-item .list-group-item-heading {
	color: #333;
	}
	a.list-group-item:hover,
	button.list-group-item:hover,
	a.list-group-item:focus,
	button.list-group-item:focus {
	text-decoration: none;
	color: #555;
	background-color: #f5f5f5;
	}
	button.list-group-item {
	width: 100%;
	text-align: left;
	}
	.list-group-item.disabled,
	.list-group-item.disabled:hover,
	.list-group-item.disabled:focus {
	background-color: #eeeeee;
	color: #777777;
	cursor: not-allowed;
	}
	.list-group-item.disabled .list-group-item-heading,
	.list-group-item.disabled:hover .list-group-item-heading,
	.list-group-item.disabled:focus .list-group-item-heading {
	color: inherit;
	}
	.list-group-item.disabled .list-group-item-text,
	.list-group-item.disabled:hover .list-group-item-text,
	.list-group-item.disabled:focus .list-group-item-text {
	color: #777777;
	}
	.list-group-item.active,
	.list-group-item.active:hover,
	.list-group-item.active:focus {
	z-index: 2;
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.list-group-item.active .list-group-item-heading,
	.list-group-item.active:hover .list-group-item-heading,
	.list-group-item.active:focus .list-group-item-heading,
	.list-group-item.active .list-group-item-heading > small,
	.list-group-item.active:hover .list-group-item-heading > small,
	.list-group-item.active:focus .list-group-item-heading > small,
	.list-group-item.active .list-group-item-heading > .small,
	.list-group-item.active:hover .list-group-item-heading > .small,
	.list-group-item.active:focus .list-group-item-heading > .small {
	color: inherit;
	}
	.list-group-item.active .list-group-item-text,
	.list-group-item.active:hover .list-group-item-text,
	.list-group-item.active:focus .list-group-item-text {
	color: #c7ddef;
	}
	.list-group-item-success {
	color: #3c763d;
	background-color: #dff0d8;
	}
	a.list-group-item-success,
	button.list-group-item-success {
	color: #3c763d;
	}
	a.list-group-item-success .list-group-item-heading,
	button.list-group-item-success .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-success:hover,
	button.list-group-item-success:hover,
	a.list-group-item-success:focus,
	button.list-group-item-success:focus {
	color: #3c763d;
	background-color: #d0e9c6;
	}
	a.list-group-item-success.active,
	button.list-group-item-success.active,
	a.list-group-item-success.active:hover,
	button.list-group-item-success.active:hover,
	a.list-group-item-success.active:focus,
	button.list-group-item-success.active:focus {
	color: #fff;
	background-color: #3c763d;
	border-color: #3c763d;
	}
	.list-group-item-info {
	color: #31708f;
	background-color: #d9edf7;
	}
	a.list-group-item-info,
	button.list-group-item-info {
	color: #31708f;
	}
	a.list-group-item-info .list-group-item-heading,
	button.list-group-item-info .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-info:hover,
	button.list-group-item-info:hover,
	a.list-group-item-info:focus,
	button.list-group-item-info:focus {
	color: #31708f;
	background-color: #c4e3f3;
	}
	a.list-group-item-info.active,
	button.list-group-item-info.active,
	a.list-group-item-info.active:hover,
	button.list-group-item-info.active:hover,
	a.list-group-item-info.active:focus,
	button.list-group-item-info.active:focus {
	color: #fff;
	background-color: #31708f;
	border-color: #31708f;
	}
	.list-group-item-warning {
	color: #8a6d3b;
	background-color: #fcf8e3;
	}
	a.list-group-item-warning,
	button.list-group-item-warning {
	color: #8a6d3b;
	}
	a.list-group-item-warning .list-group-item-heading,
	button.list-group-item-warning .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-warning:hover,
	button.list-group-item-warning:hover,
	a.list-group-item-warning:focus,
	button.list-group-item-warning:focus {
	color: #8a6d3b;
	background-color: #faf2cc;
	}
	a.list-group-item-warning.active,
	button.list-group-item-warning.active,
	a.list-group-item-warning.active:hover,
	button.list-group-item-warning.active:hover,
	a.list-group-item-warning.active:focus,
	button.list-group-item-warning.active:focus {
	color: #fff;
	background-color: #8a6d3b;
	border-color: #8a6d3b;
	}
	.list-group-item-danger {
	color: #a94442;
	background-color: #f2dede;
	}
	a.list-group-item-danger,
	button.list-group-item-danger {
	color: #a94442;
	}
	a.list-group-item-danger .list-group-item-heading,
	button.list-group-item-danger .list-group-item-heading {
	color: inherit;
	}
	a.list-group-item-danger:hover,
	button.list-group-item-danger:hover,
	a.list-group-item-danger:focus,
	button.list-group-item-danger:focus {
	color: #a94442;
	background-color: #ebcccc;
	}
	a.list-group-item-danger.active,
	button.list-group-item-danger.active,
	a.list-group-item-danger.active:hover,
	button.list-group-item-danger.active:hover,
	a.list-group-item-danger.active:focus,
	button.list-group-item-danger.active:focus {
	color: #fff;
	background-color: #a94442;
	border-color: #a94442;
	}
	.list-group-item-heading {
	margin-top: 0;
	margin-bottom: 5px;
	}
	.list-group-item-text {
	margin-bottom: 0;
	line-height: 1.3;
	}
	.panel {
	margin-bottom: 18px;
	background-color: #fff;
	border: 1px solid transparent;
	border-radius: 2px;
	-webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.panel-body {
	padding: 15px;
	}
	.panel-heading {
	padding: 10px 15px;
	border-bottom: 1px solid transparent;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel-heading > .dropdown .dropdown-toggle {
	color: inherit;
	}
	.panel-title {
	margin-top: 0;
	margin-bottom: 0;
	font-size: 15px;
	color: inherit;
	}
	.panel-title > a,
	.panel-title > small,
	.panel-title > .small,
	.panel-title > small > a,
	.panel-title > .small > a {
	color: inherit;
	}
	.panel-footer {
	padding: 10px 15px;
	background-color: #f5f5f5;
	border-top: 1px solid #ddd;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .list-group,
	.panel > .panel-collapse > .list-group {
	margin-bottom: 0;
	}
	.panel > .list-group .list-group-item,
	.panel > .panel-collapse > .list-group .list-group-item {
	border-width: 1px 0;
	border-radius: 0;
	}
	.panel > .list-group:first-child .list-group-item:first-child,
	.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
	border-top: 0;
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .list-group:last-child .list-group-item:last-child,
	.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
	border-bottom: 0;
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
	border-top-right-radius: 0;
	border-top-left-radius: 0;
	}
	.panel-heading + .list-group .list-group-item:first-child {
	border-top-width: 0;
	}
	.list-group + .panel-footer {
	border-top-width: 0;
	}
	.panel > .table,
	.panel > .table-responsive > .table,
	.panel > .panel-collapse > .table {
	margin-bottom: 0;
	}
	.panel > .table caption,
	.panel > .table-responsive > .table caption,
	.panel > .panel-collapse > .table caption {
	padding-left: 15px;
	padding-right: 15px;
	}
	.panel > .table:first-child,
	.panel > .table-responsive:first-child > .table:first-child {
	border-top-right-radius: 1px;
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
	border-top-left-radius: 1px;
	border-top-right-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
	border-top-left-radius: 1px;
	}
	.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
	.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
	.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
	.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
	border-top-right-radius: 1px;
	}
	.panel > .table:last-child,
	.panel > .table-responsive:last-child > .table:last-child {
	border-bottom-right-radius: 1px;
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
	border-bottom-left-radius: 1px;
	border-bottom-right-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
	border-bottom-left-radius: 1px;
	}
	.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
	.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
	.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
	.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
	border-bottom-right-radius: 1px;
	}
	.panel > .panel-body + .table,
	.panel > .panel-body + .table-responsive,
	.panel > .table + .panel-body,
	.panel > .table-responsive + .panel-body {
	border-top: 1px solid #ddd;
	}
	.panel > .table > tbody:first-child > tr:first-child th,
	.panel > .table > tbody:first-child > tr:first-child td {
	border-top: 0;
	}
	.panel > .table-bordered,
	.panel > .table-responsive > .table-bordered {
	border: 0;
	}
	.panel > .table-bordered > thead > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
	.panel > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
	.panel > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
	.panel > .table-bordered > thead > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
	.panel > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
	.panel > .table-bordered > tfoot > tr > td:first-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
	border-left: 0;
	}
	.panel > .table-bordered > thead > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
	.panel > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
	.panel > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
	.panel > .table-bordered > thead > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
	.panel > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
	.panel > .table-bordered > tfoot > tr > td:last-child,
	.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
	border-right: 0;
	}
	.panel > .table-bordered > thead > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
	.panel > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
	.panel > .table-bordered > thead > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
	.panel > .table-bordered > tbody > tr:first-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
	border-bottom: 0;
	}
	.panel > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
	.panel > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
	.panel > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
	.panel > .table-bordered > tfoot > tr:last-child > th,
	.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
	border-bottom: 0;
	}
	.panel > .table-responsive {
	border: 0;
	margin-bottom: 0;
	}
	.panel-group {
	margin-bottom: 18px;
	}
	.panel-group .panel {
	margin-bottom: 0;
	border-radius: 2px;
	}
	.panel-group .panel + .panel {
	margin-top: 5px;
	}
	.panel-group .panel-heading {
	border-bottom: 0;
	}
	.panel-group .panel-heading + .panel-collapse > .panel-body,
	.panel-group .panel-heading + .panel-collapse > .list-group {
	border-top: 1px solid #ddd;
	}
	.panel-group .panel-footer {
	border-top: 0;
	}
	.panel-group .panel-footer + .panel-collapse .panel-body {
	border-bottom: 1px solid #ddd;
	}
	.panel-default {
	border-color: #ddd;
	}
	.panel-default > .panel-heading {
	color: #333333;
	background-color: #f5f5f5;
	border-color: #ddd;
	}
	.panel-default > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ddd;
	}
	.panel-default > .panel-heading .badge {
	color: #f5f5f5;
	background-color: #333333;
	}
	.panel-default > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ddd;
	}
	.panel-primary {
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading {
	color: #fff;
	background-color: #337ab7;
	border-color: #337ab7;
	}
	.panel-primary > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #337ab7;
	}
	.panel-primary > .panel-heading .badge {
	color: #337ab7;
	background-color: #fff;
	}
	.panel-primary > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #337ab7;
	}
	.panel-success {
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading {
	color: #3c763d;
	background-color: #dff0d8;
	border-color: #d6e9c6;
	}
	.panel-success > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #d6e9c6;
	}
	.panel-success > .panel-heading .badge {
	color: #dff0d8;
	background-color: #3c763d;
	}
	.panel-success > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #d6e9c6;
	}
	.panel-info {
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading {
	color: #31708f;
	background-color: #d9edf7;
	border-color: #bce8f1;
	}
	.panel-info > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #bce8f1;
	}
	.panel-info > .panel-heading .badge {
	color: #d9edf7;
	background-color: #31708f;
	}
	.panel-info > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #bce8f1;
	}
	.panel-warning {
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading {
	color: #8a6d3b;
	background-color: #fcf8e3;
	border-color: #faebcc;
	}
	.panel-warning > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #faebcc;
	}
	.panel-warning > .panel-heading .badge {
	color: #fcf8e3;
	background-color: #8a6d3b;
	}
	.panel-warning > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #faebcc;
	}
	.panel-danger {
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading {
	color: #a94442;
	background-color: #f2dede;
	border-color: #ebccd1;
	}
	.panel-danger > .panel-heading + .panel-collapse > .panel-body {
	border-top-color: #ebccd1;
	}
	.panel-danger > .panel-heading .badge {
	color: #f2dede;
	background-color: #a94442;
	}
	.panel-danger > .panel-footer + .panel-collapse > .panel-body {
	border-bottom-color: #ebccd1;
	}
	.embed-responsive {
	position: relative;
	display: block;
	height: 0;
	padding: 0;
	overflow: hidden;
	}
	.embed-responsive .embed-responsive-item,
	.embed-responsive iframe,
	.embed-responsive embed,
	.embed-responsive object,
	.embed-responsive video {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	height: 100%;
	width: 100%;
	border: 0;
	}
	.embed-responsive-16by9 {
	padding-bottom: 56.25%;
	}
	.embed-responsive-4by3 {
	padding-bottom: 75%;
	}
	.well {
	min-height: 20px;
	padding: 19px;
	margin-bottom: 20px;
	background-color: #f5f5f5;
	border: 1px solid #e3e3e3;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
	}
	.well blockquote {
	border-color: #ddd;
	border-color: rgba(0, 0, 0, 0.15);
	}
	.well-lg {
	padding: 24px;
	border-radius: 3px;
	}
	.well-sm {
	padding: 9px;
	border-radius: 1px;
	}
	.close {
	float: right;
	font-size: 19.5px;
	font-weight: bold;
	line-height: 1;
	color: #000;
	text-shadow: 0 1px 0 #fff;
	opacity: 0.2;
	filter: alpha(opacity=20);
	}
	.close:hover,
	.close:focus {
	color: #000;
	text-decoration: none;
	cursor: pointer;
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	button.close {
	padding: 0;
	cursor: pointer;
	background: transparent;
	border: 0;
	-webkit-appearance: none;
	}
	.modal-open {
	overflow: hidden;
	}
	.modal {
	display: none;
	overflow: hidden;
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1050;
	-webkit-overflow-scrolling: touch;
	outline: 0;
	}
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, -25%);
	-ms-transform: translate(0, -25%);
	-o-transform: translate(0, -25%);
	transform: translate(0, -25%);
	-webkit-transition: -webkit-transform 0.3s ease-out;
	-moz-transition: -moz-transform 0.3s ease-out;
	-o-transition: -o-transform 0.3s ease-out;
	transition: transform 0.3s ease-out;
	}
	.modal.in .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	.modal-open .modal {
	overflow-x: hidden;
	overflow-y: auto;
	}
	.modal-dialog {
	position: relative;
	width: auto;
	margin: 10px;
	}
	.modal-content {
	position: relative;
	background-color: #fff;
	border: 1px solid #999;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
	background-clip: padding-box;
	outline: 0;
	}
	.modal-backdrop {
	position: fixed;
	top: 0;
	right: 0;
	bottom: 0;
	left: 0;
	z-index: 1040;
	background-color: #000;
	}
	.modal-backdrop.fade {
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.modal-backdrop.in {
	opacity: 0.5;
	filter: alpha(opacity=50);
	}
	.modal-header {
	padding: 15px;
	border-bottom: 1px solid #e5e5e5;
	}
	.modal-header .close {
	margin-top: -2px;
	}
	.modal-title {
	margin: 0;
	line-height: 1.42857143;
	}
	.modal-body {
	position: relative;
	padding: 15px;
	}
	.modal-footer {
	padding: 15px;
	text-align: right;
	border-top: 1px solid #e5e5e5;
	}
	.modal-footer .btn + .btn {
	margin-left: 5px;
	margin-bottom: 0;
	}
	.modal-footer .btn-group .btn + .btn {
	margin-left: -1px;
	}
	.modal-footer .btn-block + .btn-block {
	margin-left: 0;
	}
	.modal-scrollbar-measure {
	position: absolute;
	top: -9999px;
	width: 50px;
	height: 50px;
	overflow: scroll;
	}
	@media (min-width: 768px) {
	.modal-dialog {
	width: 600px;
	margin: 30px auto;
	}
	.modal-content {
	-webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
	}
	.modal-sm {
	width: 300px;
	}
	}
	@media (min-width: 992px) {
	.modal-lg {
	width: 900px;
	}
	}
	.tooltip {
	position: absolute;
	z-index: 1070;
	display: block;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 12px;
	opacity: 0;
	filter: alpha(opacity=0);
	}
	.tooltip.in {
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.tooltip.top {
	margin-top: -3px;
	padding: 5px 0;
	}
	.tooltip.right {
	margin-left: 3px;
	padding: 0 5px;
	}
	.tooltip.bottom {
	margin-top: 3px;
	padding: 5px 0;
	}
	.tooltip.left {
	margin-left: -3px;
	padding: 0 5px;
	}
	.tooltip-inner {
	max-width: 200px;
	padding: 3px 8px;
	color: #fff;
	text-align: center;
	background-color: #000;
	border-radius: 2px;
	}
	.tooltip-arrow {
	position: absolute;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.tooltip.top .tooltip-arrow {
	bottom: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-left .tooltip-arrow {
	bottom: 0;
	right: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.top-right .tooltip-arrow {
	bottom: 0;
	left: 5px;
	margin-bottom: -5px;
	border-width: 5px 5px 0;
	border-top-color: #000;
	}
	.tooltip.right .tooltip-arrow {
	top: 50%;
	left: 0;
	margin-top: -5px;
	border-width: 5px 5px 5px 0;
	border-right-color: #000;
	}
	.tooltip.left .tooltip-arrow {
	top: 50%;
	right: 0;
	margin-top: -5px;
	border-width: 5px 0 5px 5px;
	border-left-color: #000;
	}
	.tooltip.bottom .tooltip-arrow {
	top: 0;
	left: 50%;
	margin-left: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-left .tooltip-arrow {
	top: 0;
	right: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.tooltip.bottom-right .tooltip-arrow {
	top: 0;
	left: 5px;
	margin-top: -5px;
	border-width: 0 5px 5px;
	border-bottom-color: #000;
	}
	.popover {
	position: absolute;
	top: 0;
	left: 0;
	z-index: 1060;
	display: none;
	max-width: 276px;
	padding: 1px;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	font-style: normal;
	font-weight: normal;
	letter-spacing: normal;
	line-break: auto;
	line-height: 1.42857143;
	text-align: left;
	text-align: start;
	text-decoration: none;
	text-shadow: none;
	text-transform: none;
	white-space: normal;
	word-break: normal;
	word-spacing: normal;
	word-wrap: normal;
	font-size: 13px;
	background-color: #fff;
	background-clip: padding-box;
	border: 1px solid #ccc;
	border: 1px solid rgba(0, 0, 0, 0.2);
	border-radius: 3px;
	-webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
	}
	.popover.top {
	margin-top: -10px;
	}
	.popover.right {
	margin-left: 10px;
	}
	.popover.bottom {
	margin-top: 10px;
	}
	.popover.left {
	margin-left: -10px;
	}
	.popover-title {
	margin: 0;
	padding: 8px 14px;
	font-size: 13px;
	background-color: #f7f7f7;
	border-bottom: 1px solid #ebebeb;
	border-radius: 2px 2px 0 0;
	}
	.popover-content {
	padding: 9px 14px;
	}
	.popover > .arrow,
	.popover > .arrow:after {
	position: absolute;
	display: block;
	width: 0;
	height: 0;
	border-color: transparent;
	border-style: solid;
	}
	.popover > .arrow {
	border-width: 11px;
	}
	.popover > .arrow:after {
	border-width: 10px;
	content: "";
	}
	.popover.top > .arrow {
	left: 50%;
	margin-left: -11px;
	border-bottom-width: 0;
	border-top-color: #999999;
	border-top-color: rgba(0, 0, 0, 0.25);
	bottom: -11px;
	}
	.popover.top > .arrow:after {
	content: " ";
	bottom: 1px;
	margin-left: -10px;
	border-bottom-width: 0;
	border-top-color: #fff;
	}
	.popover.right > .arrow {
	top: 50%;
	left: -11px;
	margin-top: -11px;
	border-left-width: 0;
	border-right-color: #999999;
	border-right-color: rgba(0, 0, 0, 0.25);
	}
	.popover.right > .arrow:after {
	content: " ";
	left: 1px;
	bottom: -10px;
	border-left-width: 0;
	border-right-color: #fff;
	}
	.popover.bottom > .arrow {
	left: 50%;
	margin-left: -11px;
	border-top-width: 0;
	border-bottom-color: #999999;
	border-bottom-color: rgba(0, 0, 0, 0.25);
	top: -11px;
	}
	.popover.bottom > .arrow:after {
	content: " ";
	top: 1px;
	margin-left: -10px;
	border-top-width: 0;
	border-bottom-color: #fff;
	}
	.popover.left > .arrow {
	top: 50%;
	right: -11px;
	margin-top: -11px;
	border-right-width: 0;
	border-left-color: #999999;
	border-left-color: rgba(0, 0, 0, 0.25);
	}
	.popover.left > .arrow:after {
	content: " ";
	right: 1px;
	border-right-width: 0;
	border-left-color: #fff;
	bottom: -10px;
	}
	.carousel {
	position: relative;
	}
	.carousel-inner {
	position: relative;
	overflow: hidden;
	width: 100%;
	}
	.carousel-inner > .item {
	display: none;
	position: relative;
	-webkit-transition: 0.6s ease-in-out left;
	-o-transition: 0.6s ease-in-out left;
	transition: 0.6s ease-in-out left;
	}
	.carousel-inner > .item > img,
	.carousel-inner > .item > a > img {
	line-height: 1;
	}
	@media all and (transform-3d), (-webkit-transform-3d) {
	.carousel-inner > .item {
	-webkit-transition: -webkit-transform 0.6s ease-in-out;
	-moz-transition: -moz-transform 0.6s ease-in-out;
	-o-transition: -o-transform 0.6s ease-in-out;
	transition: transform 0.6s ease-in-out;
	-webkit-backface-visibility: hidden;
	-moz-backface-visibility: hidden;
	backface-visibility: hidden;
	-webkit-perspective: 1000px;
	-moz-perspective: 1000px;
	perspective: 1000px;
	}
	.carousel-inner > .item.next,
	.carousel-inner > .item.active.right {
	-webkit-transform: translate3d(100%, 0, 0);
	transform: translate3d(100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.prev,
	.carousel-inner > .item.active.left {
	-webkit-transform: translate3d(-100%, 0, 0);
	transform: translate3d(-100%, 0, 0);
	left: 0;
	}
	.carousel-inner > .item.next.left,
	.carousel-inner > .item.prev.right,
	.carousel-inner > .item.active {
	-webkit-transform: translate3d(0, 0, 0);
	transform: translate3d(0, 0, 0);
	left: 0;
	}
	}
	.carousel-inner > .active,
	.carousel-inner > .next,
	.carousel-inner > .prev {
	display: block;
	}
	.carousel-inner > .active {
	left: 0;
	}
	.carousel-inner > .next,
	.carousel-inner > .prev {
	position: absolute;
	top: 0;
	width: 100%;
	}
	.carousel-inner > .next {
	left: 100%;
	}
	.carousel-inner > .prev {
	left: -100%;
	}
	.carousel-inner > .next.left,
	.carousel-inner > .prev.right {
	left: 0;
	}
	.carousel-inner > .active.left {
	left: -100%;
	}
	.carousel-inner > .active.right {
	left: 100%;
	}
	.carousel-control {
	position: absolute;
	top: 0;
	left: 0;
	bottom: 0;
	width: 15%;
	opacity: 0.5;
	filter: alpha(opacity=50);
	font-size: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-control.left {
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
	}
	.carousel-control.right {
	left: auto;
	right: 0;
	background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
	background-repeat: repeat-x;
	filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
	}
	.carousel-control:hover,
	.carousel-control:focus {
	outline: 0;
	color: #fff;
	text-decoration: none;
	opacity: 0.9;
	filter: alpha(opacity=90);
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right {
	position: absolute;
	top: 50%;
	margin-top: -10px;
	z-index: 5;
	display: inline-block;
	}
	.carousel-control .icon-prev,
	.carousel-control .glyphicon-chevron-left {
	left: 50%;
	margin-left: -10px;
	}
	.carousel-control .icon-next,
	.carousel-control .glyphicon-chevron-right {
	right: 50%;
	margin-right: -10px;
	}
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 20px;
	height: 20px;
	line-height: 1;
	font-family: serif;
	}
	.carousel-control .icon-prev:before {
	content: '\2039';
	}
	.carousel-control .icon-next:before {
	content: '\203a';
	}
	.carousel-indicators {
	position: absolute;
	bottom: 10px;
	left: 50%;
	z-index: 15;
	width: 60%;
	margin-left: -30%;
	padding-left: 0;
	list-style: none;
	text-align: center;
	}
	.carousel-indicators li {
	display: inline-block;
	width: 10px;
	height: 10px;
	margin: 1px;
	text-indent: -999px;
	border: 1px solid #fff;
	border-radius: 10px;
	cursor: pointer;
	background-color: #000 \9;
	background-color: rgba(0, 0, 0, 0);
	}
	.carousel-indicators .active {
	margin: 0;
	width: 12px;
	height: 12px;
	background-color: #fff;
	}
	.carousel-caption {
	position: absolute;
	left: 15%;
	right: 15%;
	bottom: 20px;
	z-index: 10;
	padding-top: 20px;
	padding-bottom: 20px;
	color: #fff;
	text-align: center;
	text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
	}
	.carousel-caption .btn {
	text-shadow: none;
	}
	@media screen and (min-width: 768px) {
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-prev,
	.carousel-control .icon-next {
	width: 30px;
	height: 30px;
	margin-top: -10px;
	font-size: 30px;
	}
	.carousel-control .glyphicon-chevron-left,
	.carousel-control .icon-prev {
	margin-left: -10px;
	}
	.carousel-control .glyphicon-chevron-right,
	.carousel-control .icon-next {
	margin-right: -10px;
	}
	.carousel-caption {
	left: 20%;
	right: 20%;
	padding-bottom: 30px;
	}
	.carousel-indicators {
	bottom: 20px;
	}
	}
	.clearfix:before,
	.clearfix:after,
	.dl-horizontal dd:before,
	.dl-horizontal dd:after,
	.container:before,
	.container:after,
	.container-fluid:before,
	.container-fluid:after,
	.row:before,
	.row:after,
	.form-horizontal .form-group:before,
	.form-horizontal .form-group:after,
	.btn-toolbar:before,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:before,
	.btn-group-vertical > .btn-group:after,
	.nav:before,
	.nav:after,
	.navbar:before,
	.navbar:after,
	.navbar-header:before,
	.navbar-header:after,
	.navbar-collapse:before,
	.navbar-collapse:after,
	.pager:before,
	.pager:after,
	.panel-body:before,
	.panel-body:after,
	.modal-header:before,
	.modal-header:after,
	.modal-footer:before,
	.modal-footer:after,
	.item_buttons:before,
	.item_buttons:after {
	content: " ";
	display: table;
	}
	.clearfix:after,
	.dl-horizontal dd:after,
	.container:after,
	.container-fluid:after,
	.row:after,
	.form-horizontal .form-group:after,
	.btn-toolbar:after,
	.btn-group-vertical > .btn-group:after,
	.nav:after,
	.navbar:after,
	.navbar-header:after,
	.navbar-collapse:after,
	.pager:after,
	.panel-body:after,
	.modal-header:after,
	.modal-footer:after,
	.item_buttons:after {
	clear: both;
	}
	.center-block {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.pull-right {
	float: right !important;
	}
	.pull-left {
	float: left !important;
	}
	.hide {
	display: none !important;
	}
	.show {
	display: block !important;
	}
	.invisible {
	visibility: hidden;
	}
	.text-hide {
	font: 0/0 a;
	color: transparent;
	text-shadow: none;
	background-color: transparent;
	border: 0;
	}
	.hidden {
	display: none !important;
	}
	.affix {
	position: fixed;
	}
	@-ms-viewport {
	width: device-width;
	}
	.visible-xs,
	.visible-sm,
	.visible-md,
	.visible-lg {
	display: none !important;
	}
	.visible-xs-block,
	.visible-xs-inline,
	.visible-xs-inline-block,
	.visible-sm-block,
	.visible-sm-inline,
	.visible-sm-inline-block,
	.visible-md-block,
	.visible-md-inline,
	.visible-md-inline-block,
	.visible-lg-block,
	.visible-lg-inline,
	.visible-lg-inline-block {
	display: none !important;
	}
	@media (max-width: 767px) {
	.visible-xs {
	display: block !important;
	}
	table.visible-xs {
	display: table !important;
	}
	tr.visible-xs {
	display: table-row !important;
	}
	th.visible-xs,
	td.visible-xs {
	display: table-cell !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-block {
	display: block !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline {
	display: inline !important;
	}
	}
	@media (max-width: 767px) {
	.visible-xs-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm {
	display: block !important;
	}
	table.visible-sm {
	display: table !important;
	}
	tr.visible-sm {
	display: table-row !important;
	}
	th.visible-sm,
	td.visible-sm {
	display: table-cell !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-block {
	display: block !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline {
	display: inline !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.visible-sm-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md {
	display: block !important;
	}
	table.visible-md {
	display: table !important;
	}
	tr.visible-md {
	display: table-row !important;
	}
	th.visible-md,
	td.visible-md {
	display: table-cell !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-block {
	display: block !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline {
	display: inline !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.visible-md-inline-block {
	display: inline-block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg {
	display: block !important;
	}
	table.visible-lg {
	display: table !important;
	}
	tr.visible-lg {
	display: table-row !important;
	}
	th.visible-lg,
	td.visible-lg {
	display: table-cell !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-block {
	display: block !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline {
	display: inline !important;
	}
	}
	@media (min-width: 1200px) {
	.visible-lg-inline-block {
	display: inline-block !important;
	}
	}
	@media (max-width: 767px) {
	.hidden-xs {
	display: none !important;
	}
	}
	@media (min-width: 768px) and (max-width: 991px) {
	.hidden-sm {
	display: none !important;
	}
	}
	@media (min-width: 992px) and (max-width: 1199px) {
	.hidden-md {
	display: none !important;
	}
	}
	@media (min-width: 1200px) {
	.hidden-lg {
	display: none !important;
	}
	}
	.visible-print {
	display: none !important;
	}
	@media print {
	.visible-print {
	display: block !important;
	}
	table.visible-print {
	display: table !important;
	}
	tr.visible-print {
	display: table-row !important;
	}
	th.visible-print,
	td.visible-print {
	display: table-cell !important;
	}
	}
	.visible-print-block {
	display: none !important;
	}
	@media print {
	.visible-print-block {
	display: block !important;
	}
	}
	.visible-print-inline {
	display: none !important;
	}
	@media print {
	.visible-print-inline {
	display: inline !important;
	}
	}
	.visible-print-inline-block {
	display: none !important;
	}
	@media print {
	.visible-print-inline-block {
	display: inline-block !important;
	}
	}
	@media print {
	.hidden-print {
	display: none !important;
	}
	}
	/*!
	*
	* Font Awesome
	*
	*/
	/*!
	* Font Awesome 4.7.0 by @davegandy - http://fontawesome.io - @fontawesome
	* License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
	*/
	/* FONT PATH
	* -------------------------- */
	@font-face {
	font-family: 'FontAwesome';
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.7.0');
	src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.7.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff2?v=4.7.0') format('woff2'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.7.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.7.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.7.0#fontawesomeregular') format('svg');
	font-weight: normal;
	font-style: normal;
	}
	.fa {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	}
	/* makes the font 33% larger relative to the icon container */
	.fa-lg {
	font-size: 1.33333333em;
	line-height: 0.75em;
	vertical-align: -15%;
	}
	.fa-2x {
	font-size: 2em;
	}
	.fa-3x {
	font-size: 3em;
	}
	.fa-4x {
	font-size: 4em;
	}
	.fa-5x {
	font-size: 5em;
	}
	.fa-fw {
	width: 1.28571429em;
	text-align: center;
	}
	.fa-ul {
	padding-left: 0;
	margin-left: 2.14285714em;
	list-style-type: none;
	}
	.fa-ul > li {
	position: relative;
	}
	.fa-li {
	position: absolute;
	left: -2.14285714em;
	width: 2.14285714em;
	top: 0.14285714em;
	text-align: center;
	}
	.fa-li.fa-lg {
	left: -1.85714286em;
	}
	.fa-border {
	padding: .2em .25em .15em;
	border: solid 0.08em #eee;
	border-radius: .1em;
	}
	.fa-pull-left {
	float: left;
	}
	.fa-pull-right {
	float: right;
	}
	.fa.fa-pull-left {
	margin-right: .3em;
	}
	.fa.fa-pull-right {
	margin-left: .3em;
	}
	/* Deprecated as of 4.4.0 */
	.pull-right {
	float: right;
	}
	.pull-left {
	float: left;
	}
	.fa.pull-left {
	margin-right: .3em;
	}
	.fa.pull-right {
	margin-left: .3em;
	}
	.fa-spin {
	-webkit-animation: fa-spin 2s infinite linear;
	animation: fa-spin 2s infinite linear;
	}
	.fa-pulse {
	-webkit-animation: fa-spin 1s infinite steps(8);
	animation: fa-spin 1s infinite steps(8);
	}
	@-webkit-keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	@keyframes fa-spin {
	0% {
	-webkit-transform: rotate(0deg);
	transform: rotate(0deg);
	}
	100% {
	-webkit-transform: rotate(359deg);
	transform: rotate(359deg);
	}
	}
	.fa-rotate-90 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=1)";
	-webkit-transform: rotate(90deg);
	-ms-transform: rotate(90deg);
	transform: rotate(90deg);
	}
	.fa-rotate-180 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2)";
	-webkit-transform: rotate(180deg);
	-ms-transform: rotate(180deg);
	transform: rotate(180deg);
	}
	.fa-rotate-270 {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=3)";
	-webkit-transform: rotate(270deg);
	-ms-transform: rotate(270deg);
	transform: rotate(270deg);
	}
	.fa-flip-horizontal {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1)";
	-webkit-transform: scale(-1, 1);
	-ms-transform: scale(-1, 1);
	transform: scale(-1, 1);
	}
	.fa-flip-vertical {
	-ms-filter: "progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1)";
	-webkit-transform: scale(1, -1);
	-ms-transform: scale(1, -1);
	transform: scale(1, -1);
	}
	:root .fa-rotate-90,
	:root .fa-rotate-180,
	:root .fa-rotate-270,
	:root .fa-flip-horizontal,
	:root .fa-flip-vertical {
	filter: none;
	}
	.fa-stack {
	position: relative;
	display: inline-block;
	width: 2em;
	height: 2em;
	line-height: 2em;
	vertical-align: middle;
	}
	.fa-stack-1x,
	.fa-stack-2x {
	position: absolute;
	left: 0;
	width: 100%;
	text-align: center;
	}
	.fa-stack-1x {
	line-height: inherit;
	}
	.fa-stack-2x {
	font-size: 2em;
	}
	.fa-inverse {
	color: #fff;
	}
	/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
	readers do not read off random characters that represent icons */
	.fa-glass:before {
	content: "\f000";
	}
	.fa-music:before {
	content: "\f001";
	}
	.fa-search:before {
	content: "\f002";
	}
	.fa-envelope-o:before {
	content: "\f003";
	}
	.fa-heart:before {
	content: "\f004";
	}
	.fa-star:before {
	content: "\f005";
	}
	.fa-star-o:before {
	content: "\f006";
	}
	.fa-user:before {
	content: "\f007";
	}
	.fa-film:before {
	content: "\f008";
	}
	.fa-th-large:before {
	content: "\f009";
	}
	.fa-th:before {
	content: "\f00a";
	}
	.fa-th-list:before {
	content: "\f00b";
	}
	.fa-check:before {
	content: "\f00c";
	}
	.fa-remove:before,
	.fa-close:before,
	.fa-times:before {
	content: "\f00d";
	}
	.fa-search-plus:before {
	content: "\f00e";
	}
	.fa-search-minus:before {
	content: "\f010";
	}
	.fa-power-off:before {
	content: "\f011";
	}
	.fa-signal:before {
	content: "\f012";
	}
	.fa-gear:before,
	.fa-cog:before {
	content: "\f013";
	}
	.fa-trash-o:before {
	content: "\f014";
	}
	.fa-home:before {
	content: "\f015";
	}
	.fa-file-o:before {
	content: "\f016";
	}
	.fa-clock-o:before {
	content: "\f017";
	}
	.fa-road:before {
	content: "\f018";
	}
	.fa-download:before {
	content: "\f019";
	}
	.fa-arrow-circle-o-down:before {
	content: "\f01a";
	}
	.fa-arrow-circle-o-up:before {
	content: "\f01b";
	}
	.fa-inbox:before {
	content: "\f01c";
	}
	.fa-play-circle-o:before {
	content: "\f01d";
	}
	.fa-rotate-right:before,
	.fa-repeat:before {
	content: "\f01e";
	}
	.fa-refresh:before {
	content: "\f021";
	}
	.fa-list-alt:before {
	content: "\f022";
	}
	.fa-lock:before {
	content: "\f023";
	}
	.fa-flag:before {
	content: "\f024";
	}
	.fa-headphones:before {
	content: "\f025";
	}
	.fa-volume-off:before {
	content: "\f026";
	}
	.fa-volume-down:before {
	content: "\f027";
	}
	.fa-volume-up:before {
	content: "\f028";
	}
	.fa-qrcode:before {
	content: "\f029";
	}
	.fa-barcode:before {
	content: "\f02a";
	}
	.fa-tag:before {
	content: "\f02b";
	}
	.fa-tags:before {
	content: "\f02c";
	}
	.fa-book:before {
	content: "\f02d";
	}
	.fa-bookmark:before {
	content: "\f02e";
	}
	.fa-print:before {
	content: "\f02f";
	}
	.fa-camera:before {
	content: "\f030";
	}
	.fa-font:before {
	content: "\f031";
	}
	.fa-bold:before {
	content: "\f032";
	}
	.fa-italic:before {
	content: "\f033";
	}
	.fa-text-height:before {
	content: "\f034";
	}
	.fa-text-width:before {
	content: "\f035";
	}
	.fa-align-left:before {
	content: "\f036";
	}
	.fa-align-center:before {
	content: "\f037";
	}
	.fa-align-right:before {
	content: "\f038";
	}
	.fa-align-justify:before {
	content: "\f039";
	}
	.fa-list:before {
	content: "\f03a";
	}
	.fa-dedent:before,
	.fa-outdent:before {
	content: "\f03b";
	}
	.fa-indent:before {
	content: "\f03c";
	}
	.fa-video-camera:before {
	content: "\f03d";
	}
	.fa-photo:before,
	.fa-image:before,
	.fa-picture-o:before {
	content: "\f03e";
	}
	.fa-pencil:before {
	content: "\f040";
	}
	.fa-map-marker:before {
	content: "\f041";
	}
	.fa-adjust:before {
	content: "\f042";
	}
	.fa-tint:before {
	content: "\f043";
	}
	.fa-edit:before,
	.fa-pencil-square-o:before {
	content: "\f044";
	}
	.fa-share-square-o:before {
	content: "\f045";
	}
	.fa-check-square-o:before {
	content: "\f046";
	}
	.fa-arrows:before {
	content: "\f047";
	}
	.fa-step-backward:before {
	content: "\f048";
	}
	.fa-fast-backward:before {
	content: "\f049";
	}
	.fa-backward:before {
	content: "\f04a";
	}
	.fa-play:before {
	content: "\f04b";
	}
	.fa-pause:before {
	content: "\f04c";
	}
	.fa-stop:before {
	content: "\f04d";
	}
	.fa-forward:before {
	content: "\f04e";
	}
	.fa-fast-forward:before {
	content: "\f050";
	}
	.fa-step-forward:before {
	content: "\f051";
	}
	.fa-eject:before {
	content: "\f052";
	}
	.fa-chevron-left:before {
	content: "\f053";
	}
	.fa-chevron-right:before {
	content: "\f054";
	}
	.fa-plus-circle:before {
	content: "\f055";
	}
	.fa-minus-circle:before {
	content: "\f056";
	}
	.fa-times-circle:before {
	content: "\f057";
	}
	.fa-check-circle:before {
	content: "\f058";
	}
	.fa-question-circle:before {
	content: "\f059";
	}
	.fa-info-circle:before {
	content: "\f05a";
	}
	.fa-crosshairs:before {
	content: "\f05b";
	}
	.fa-times-circle-o:before {
	content: "\f05c";
	}
	.fa-check-circle-o:before {
	content: "\f05d";
	}
	.fa-ban:before {
	content: "\f05e";
	}
	.fa-arrow-left:before {
	content: "\f060";
	}
	.fa-arrow-right:before {
	content: "\f061";
	}
	.fa-arrow-up:before {
	content: "\f062";
	}
	.fa-arrow-down:before {
	content: "\f063";
	}
	.fa-mail-forward:before,
	.fa-share:before {
	content: "\f064";
	}
	.fa-expand:before {
	content: "\f065";
	}
	.fa-compress:before {
	content: "\f066";
	}
	.fa-plus:before {
	content: "\f067";
	}
	.fa-minus:before {
	content: "\f068";
	}
	.fa-asterisk:before {
	content: "\f069";
	}
	.fa-exclamation-circle:before {
	content: "\f06a";
	}
	.fa-gift:before {
	content: "\f06b";
	}
	.fa-leaf:before {
	content: "\f06c";
	}
	.fa-fire:before {
	content: "\f06d";
	}
	.fa-eye:before {
	content: "\f06e";
	}
	.fa-eye-slash:before {
	content: "\f070";
	}
	.fa-warning:before,
	.fa-exclamation-triangle:before {
	content: "\f071";
	}
	.fa-plane:before {
	content: "\f072";
	}
	.fa-calendar:before {
	content: "\f073";
	}
	.fa-random:before {
	content: "\f074";
	}
	.fa-comment:before {
	content: "\f075";
	}
	.fa-magnet:before {
	content: "\f076";
	}
	.fa-chevron-up:before {
	content: "\f077";
	}
	.fa-chevron-down:before {
	content: "\f078";
	}
	.fa-retweet:before {
	content: "\f079";
	}
	.fa-shopping-cart:before {
	content: "\f07a";
	}
	.fa-folder:before {
	content: "\f07b";
	}
	.fa-folder-open:before {
	content: "\f07c";
	}
	.fa-arrows-v:before {
	content: "\f07d";
	}
	.fa-arrows-h:before {
	content: "\f07e";
	}
	.fa-bar-chart-o:before,
	.fa-bar-chart:before {
	content: "\f080";
	}
	.fa-twitter-square:before {
	content: "\f081";
	}
	.fa-facebook-square:before {
	content: "\f082";
	}
	.fa-camera-retro:before {
	content: "\f083";
	}
	.fa-key:before {
	content: "\f084";
	}
	.fa-gears:before,
	.fa-cogs:before {
	content: "\f085";
	}
	.fa-comments:before {
	content: "\f086";
	}
	.fa-thumbs-o-up:before {
	content: "\f087";
	}
	.fa-thumbs-o-down:before {
	content: "\f088";
	}
	.fa-star-half:before {
	content: "\f089";
	}
	.fa-heart-o:before {
	content: "\f08a";
	}
	.fa-sign-out:before {
	content: "\f08b";
	}
	.fa-linkedin-square:before {
	content: "\f08c";
	}
	.fa-thumb-tack:before {
	content: "\f08d";
	}
	.fa-external-link:before {
	content: "\f08e";
	}
	.fa-sign-in:before {
	content: "\f090";
	}
	.fa-trophy:before {
	content: "\f091";
	}
	.fa-github-square:before {
	content: "\f092";
	}
	.fa-upload:before {
	content: "\f093";
	}
	.fa-lemon-o:before {
	content: "\f094";
	}
	.fa-phone:before {
	content: "\f095";
	}
	.fa-square-o:before {
	content: "\f096";
	}
	.fa-bookmark-o:before {
	content: "\f097";
	}
	.fa-phone-square:before {
	content: "\f098";
	}
	.fa-twitter:before {
	content: "\f099";
	}
	.fa-facebook-f:before,
	.fa-facebook:before {
	content: "\f09a";
	}
	.fa-github:before {
	content: "\f09b";
	}
	.fa-unlock:before {
	content: "\f09c";
	}
	.fa-credit-card:before {
	content: "\f09d";
	}
	.fa-feed:before,
	.fa-rss:before {
	content: "\f09e";
	}
	.fa-hdd-o:before {
	content: "\f0a0";
	}
	.fa-bullhorn:before {
	content: "\f0a1";
	}
	.fa-bell:before {
	content: "\f0f3";
	}
	.fa-certificate:before {
	content: "\f0a3";
	}
	.fa-hand-o-right:before {
	content: "\f0a4";
	}
	.fa-hand-o-left:before {
	content: "\f0a5";
	}
	.fa-hand-o-up:before {
	content: "\f0a6";
	}
	.fa-hand-o-down:before {
	content: "\f0a7";
	}
	.fa-arrow-circle-left:before {
	content: "\f0a8";
	}
	.fa-arrow-circle-right:before {
	content: "\f0a9";
	}
	.fa-arrow-circle-up:before {
	content: "\f0aa";
	}
	.fa-arrow-circle-down:before {
	content: "\f0ab";
	}
	.fa-globe:before {
	content: "\f0ac";
	}
	.fa-wrench:before {
	content: "\f0ad";
	}
	.fa-tasks:before {
	content: "\f0ae";
	}
	.fa-filter:before {
	content: "\f0b0";
	}
	.fa-briefcase:before {
	content: "\f0b1";
	}
	.fa-arrows-alt:before {
	content: "\f0b2";
	}
	.fa-group:before,
	.fa-users:before {
	content: "\f0c0";
	}
	.fa-chain:before,
	.fa-link:before {
	content: "\f0c1";
	}
	.fa-cloud:before {
	content: "\f0c2";
	}
	.fa-flask:before {
	content: "\f0c3";
	}
	.fa-cut:before,
	.fa-scissors:before {
	content: "\f0c4";
	}
	.fa-copy:before,
	.fa-files-o:before {
	content: "\f0c5";
	}
	.fa-paperclip:before {
	content: "\f0c6";
	}
	.fa-save:before,
	.fa-floppy-o:before {
	content: "\f0c7";
	}
	.fa-square:before {
	content: "\f0c8";
	}
	.fa-navicon:before,
	.fa-reorder:before,
	.fa-bars:before {
	content: "\f0c9";
	}
	.fa-list-ul:before {
	content: "\f0ca";
	}
	.fa-list-ol:before {
	content: "\f0cb";
	}
	.fa-strikethrough:before {
	content: "\f0cc";
	}
	.fa-underline:before {
	content: "\f0cd";
	}
	.fa-table:before {
	content: "\f0ce";
	}
	.fa-magic:before {
	content: "\f0d0";
	}
	.fa-truck:before {
	content: "\f0d1";
	}
	.fa-pinterest:before {
	content: "\f0d2";
	}
	.fa-pinterest-square:before {
	content: "\f0d3";
	}
	.fa-google-plus-square:before {
	content: "\f0d4";
	}
	.fa-google-plus:before {
	content: "\f0d5";
	}
	.fa-money:before {
	content: "\f0d6";
	}
	.fa-caret-down:before {
	content: "\f0d7";
	}
	.fa-caret-up:before {
	content: "\f0d8";
	}
	.fa-caret-left:before {
	content: "\f0d9";
	}
	.fa-caret-right:before {
	content: "\f0da";
	}
	.fa-columns:before {
	content: "\f0db";
	}
	.fa-unsorted:before,
	.fa-sort:before {
	content: "\f0dc";
	}
	.fa-sort-down:before,
	.fa-sort-desc:before {
	content: "\f0dd";
	}
	.fa-sort-up:before,
	.fa-sort-asc:before {
	content: "\f0de";
	}
	.fa-envelope:before {
	content: "\f0e0";
	}
	.fa-linkedin:before {
	content: "\f0e1";
	}
	.fa-rotate-left:before,
	.fa-undo:before {
	content: "\f0e2";
	}
	.fa-legal:before,
	.fa-gavel:before {
	content: "\f0e3";
	}
	.fa-dashboard:before,
	.fa-tachometer:before {
	content: "\f0e4";
	}
	.fa-comment-o:before {
	content: "\f0e5";
	}
	.fa-comments-o:before {
	content: "\f0e6";
	}
	.fa-flash:before,
	.fa-bolt:before {
	content: "\f0e7";
	}
	.fa-sitemap:before {
	content: "\f0e8";
	}
	.fa-umbrella:before {
	content: "\f0e9";
	}
	.fa-paste:before,
	.fa-clipboard:before {
	content: "\f0ea";
	}
	.fa-lightbulb-o:before {
	content: "\f0eb";
	}
	.fa-exchange:before {
	content: "\f0ec";
	}
	.fa-cloud-download:before {
	content: "\f0ed";
	}
	.fa-cloud-upload:before {
	content: "\f0ee";
	}
	.fa-user-md:before {
	content: "\f0f0";
	}
	.fa-stethoscope:before {
	content: "\f0f1";
	}
	.fa-suitcase:before {
	content: "\f0f2";
	}
	.fa-bell-o:before {
	content: "\f0a2";
	}
	.fa-coffee:before {
	content: "\f0f4";
	}
	.fa-cutlery:before {
	content: "\f0f5";
	}
	.fa-file-text-o:before {
	content: "\f0f6";
	}
	.fa-building-o:before {
	content: "\f0f7";
	}
	.fa-hospital-o:before {
	content: "\f0f8";
	}
	.fa-ambulance:before {
	content: "\f0f9";
	}
	.fa-medkit:before {
	content: "\f0fa";
	}
	.fa-fighter-jet:before {
	content: "\f0fb";
	}
	.fa-beer:before {
	content: "\f0fc";
	}
	.fa-h-square:before {
	content: "\f0fd";
	}
	.fa-plus-square:before {
	content: "\f0fe";
	}
	.fa-angle-double-left:before {
	content: "\f100";
	}
	.fa-angle-double-right:before {
	content: "\f101";
	}
	.fa-angle-double-up:before {
	content: "\f102";
	}
	.fa-angle-double-down:before {
	content: "\f103";
	}
	.fa-angle-left:before {
	content: "\f104";
	}
	.fa-angle-right:before {
	content: "\f105";
	}
	.fa-angle-up:before {
	content: "\f106";
	}
	.fa-angle-down:before {
	content: "\f107";
	}
	.fa-desktop:before {
	content: "\f108";
	}
	.fa-laptop:before {
	content: "\f109";
	}
	.fa-tablet:before {
	content: "\f10a";
	}
	.fa-mobile-phone:before,
	.fa-mobile:before {
	content: "\f10b";
	}
	.fa-circle-o:before {
	content: "\f10c";
	}
	.fa-quote-left:before {
	content: "\f10d";
	}
	.fa-quote-right:before {
	content: "\f10e";
	}
	.fa-spinner:before {
	content: "\f110";
	}
	.fa-circle:before {
	content: "\f111";
	}
	.fa-mail-reply:before,
	.fa-reply:before {
	content: "\f112";
	}
	.fa-github-alt:before {
	content: "\f113";
	}
	.fa-folder-o:before {
	content: "\f114";
	}
	.fa-folder-open-o:before {
	content: "\f115";
	}
	.fa-smile-o:before {
	content: "\f118";
	}
	.fa-frown-o:before {
	content: "\f119";
	}
	.fa-meh-o:before {
	content: "\f11a";
	}
	.fa-gamepad:before {
	content: "\f11b";
	}
	.fa-keyboard-o:before {
	content: "\f11c";
	}
	.fa-flag-o:before {
	content: "\f11d";
	}
	.fa-flag-checkered:before {
	content: "\f11e";
	}
	.fa-terminal:before {
	content: "\f120";
	}
	.fa-code:before {
	content: "\f121";
	}
	.fa-mail-reply-all:before,
	.fa-reply-all:before {
	content: "\f122";
	}
	.fa-star-half-empty:before,
	.fa-star-half-full:before,
	.fa-star-half-o:before {
	content: "\f123";
	}
	.fa-location-arrow:before {
	content: "\f124";
	}
	.fa-crop:before {
	content: "\f125";
	}
	.fa-code-fork:before {
	content: "\f126";
	}
	.fa-unlink:before,
	.fa-chain-broken:before {
	content: "\f127";
	}
	.fa-question:before {
	content: "\f128";
	}
	.fa-info:before {
	content: "\f129";
	}
	.fa-exclamation:before {
	content: "\f12a";
	}
	.fa-superscript:before {
	content: "\f12b";
	}
	.fa-subscript:before {
	content: "\f12c";
	}
	.fa-eraser:before {
	content: "\f12d";
	}
	.fa-puzzle-piece:before {
	content: "\f12e";
	}
	.fa-microphone:before {
	content: "\f130";
	}
	.fa-microphone-slash:before {
	content: "\f131";
	}
	.fa-shield:before {
	content: "\f132";
	}
	.fa-calendar-o:before {
	content: "\f133";
	}
	.fa-fire-extinguisher:before {
	content: "\f134";
	}
	.fa-rocket:before {
	content: "\f135";
	}
	.fa-maxcdn:before {
	content: "\f136";
	}
	.fa-chevron-circle-left:before {
	content: "\f137";
	}
	.fa-chevron-circle-right:before {
	content: "\f138";
	}
	.fa-chevron-circle-up:before {
	content: "\f139";
	}
	.fa-chevron-circle-down:before {
	content: "\f13a";
	}
	.fa-html5:before {
	content: "\f13b";
	}
	.fa-css3:before {
	content: "\f13c";
	}
	.fa-anchor:before {
	content: "\f13d";
	}
	.fa-unlock-alt:before {
	content: "\f13e";
	}
	.fa-bullseye:before {
	content: "\f140";
	}
	.fa-ellipsis-h:before {
	content: "\f141";
	}
	.fa-ellipsis-v:before {
	content: "\f142";
	}
	.fa-rss-square:before {
	content: "\f143";
	}
	.fa-play-circle:before {
	content: "\f144";
	}
	.fa-ticket:before {
	content: "\f145";
	}
	.fa-minus-square:before {
	content: "\f146";
	}
	.fa-minus-square-o:before {
	content: "\f147";
	}
	.fa-level-up:before {
	content: "\f148";
	}
	.fa-level-down:before {
	content: "\f149";
	}
	.fa-check-square:before {
	content: "\f14a";
	}
	.fa-pencil-square:before {
	content: "\f14b";
	}
	.fa-external-link-square:before {
	content: "\f14c";
	}
	.fa-share-square:before {
	content: "\f14d";
	}
	.fa-compass:before {
	content: "\f14e";
	}
	.fa-toggle-down:before,
	.fa-caret-square-o-down:before {
	content: "\f150";
	}
	.fa-toggle-up:before,
	.fa-caret-square-o-up:before {
	content: "\f151";
	}
	.fa-toggle-right:before,
	.fa-caret-square-o-right:before {
	content: "\f152";
	}
	.fa-euro:before,
	.fa-eur:before {
	content: "\f153";
	}
	.fa-gbp:before {
	content: "\f154";
	}
	.fa-dollar:before,
	.fa-usd:before {
	content: "\f155";
	}
	.fa-rupee:before,
	.fa-inr:before {
	content: "\f156";
	}
	.fa-cny:before,
	.fa-rmb:before,
	.fa-yen:before,
	.fa-jpy:before {
	content: "\f157";
	}
	.fa-ruble:before,
	.fa-rouble:before,
	.fa-rub:before {
	content: "\f158";
	}
	.fa-won:before,
	.fa-krw:before {
	content: "\f159";
	}
	.fa-bitcoin:before,
	.fa-btc:before {
	content: "\f15a";
	}
	.fa-file:before {
	content: "\f15b";
	}
	.fa-file-text:before {
	content: "\f15c";
	}
	.fa-sort-alpha-asc:before {
	content: "\f15d";
	}
	.fa-sort-alpha-desc:before {
	content: "\f15e";
	}
	.fa-sort-amount-asc:before {
	content: "\f160";
	}
	.fa-sort-amount-desc:before {
	content: "\f161";
	}
	.fa-sort-numeric-asc:before {
	content: "\f162";
	}
	.fa-sort-numeric-desc:before {
	content: "\f163";
	}
	.fa-thumbs-up:before {
	content: "\f164";
	}
	.fa-thumbs-down:before {
	content: "\f165";
	}
	.fa-youtube-square:before {
	content: "\f166";
	}
	.fa-youtube:before {
	content: "\f167";
	}
	.fa-xing:before {
	content: "\f168";
	}
	.fa-xing-square:before {
	content: "\f169";
	}
	.fa-youtube-play:before {
	content: "\f16a";
	}
	.fa-dropbox:before {
	content: "\f16b";
	}
	.fa-stack-overflow:before {
	content: "\f16c";
	}
	.fa-instagram:before {
	content: "\f16d";
	}
	.fa-flickr:before {
	content: "\f16e";
	}
	.fa-adn:before {
	content: "\f170";
	}
	.fa-bitbucket:before {
	content: "\f171";
	}
	.fa-bitbucket-square:before {
	content: "\f172";
	}
	.fa-tumblr:before {
	content: "\f173";
	}
	.fa-tumblr-square:before {
	content: "\f174";
	}
	.fa-long-arrow-down:before {
	content: "\f175";
	}
	.fa-long-arrow-up:before {
	content: "\f176";
	}
	.fa-long-arrow-left:before {
	content: "\f177";
	}
	.fa-long-arrow-right:before {
	content: "\f178";
	}
	.fa-apple:before {
	content: "\f179";
	}
	.fa-windows:before {
	content: "\f17a";
	}
	.fa-android:before {
	content: "\f17b";
	}
	.fa-linux:before {
	content: "\f17c";
	}
	.fa-dribbble:before {
	content: "\f17d";
	}
	.fa-skype:before {
	content: "\f17e";
	}
	.fa-foursquare:before {
	content: "\f180";
	}
	.fa-trello:before {
	content: "\f181";
	}
	.fa-female:before {
	content: "\f182";
	}
	.fa-male:before {
	content: "\f183";
	}
	.fa-gittip:before,
	.fa-gratipay:before {
	content: "\f184";
	}
	.fa-sun-o:before {
	content: "\f185";
	}
	.fa-moon-o:before {
	content: "\f186";
	}
	.fa-archive:before {
	content: "\f187";
	}
	.fa-bug:before {
	content: "\f188";
	}
	.fa-vk:before {
	content: "\f189";
	}
	.fa-weibo:before {
	content: "\f18a";
	}
	.fa-renren:before {
	content: "\f18b";
	}
	.fa-pagelines:before {
	content: "\f18c";
	}
	.fa-stack-exchange:before {
	content: "\f18d";
	}
	.fa-arrow-circle-o-right:before {
	content: "\f18e";
	}
	.fa-arrow-circle-o-left:before {
	content: "\f190";
	}
	.fa-toggle-left:before,
	.fa-caret-square-o-left:before {
	content: "\f191";
	}
	.fa-dot-circle-o:before {
	content: "\f192";
	}
	.fa-wheelchair:before {
	content: "\f193";
	}
	.fa-vimeo-square:before {
	content: "\f194";
	}
	.fa-turkish-lira:before,
	.fa-try:before {
	content: "\f195";
	}
	.fa-plus-square-o:before {
	content: "\f196";
	}
	.fa-space-shuttle:before {
	content: "\f197";
	}
	.fa-slack:before {
	content: "\f198";
	}
	.fa-envelope-square:before {
	content: "\f199";
	}
	.fa-wordpress:before {
	content: "\f19a";
	}
	.fa-openid:before {
	content: "\f19b";
	}
	.fa-institution:before,
	.fa-bank:before,
	.fa-university:before {
	content: "\f19c";
	}
	.fa-mortar-board:before,
	.fa-graduation-cap:before {
	content: "\f19d";
	}
	.fa-yahoo:before {
	content: "\f19e";
	}
	.fa-google:before {
	content: "\f1a0";
	}
	.fa-reddit:before {
	content: "\f1a1";
	}
	.fa-reddit-square:before {
	content: "\f1a2";
	}
	.fa-stumbleupon-circle:before {
	content: "\f1a3";
	}
	.fa-stumbleupon:before {
	content: "\f1a4";
	}
	.fa-delicious:before {
	content: "\f1a5";
	}
	.fa-digg:before {
	content: "\f1a6";
	}
	.fa-pied-piper-pp:before {
	content: "\f1a7";
	}
	.fa-pied-piper-alt:before {
	content: "\f1a8";
	}
	.fa-drupal:before {
	content: "\f1a9";
	}
	.fa-joomla:before {
	content: "\f1aa";
	}
	.fa-language:before {
	content: "\f1ab";
	}
	.fa-fax:before {
	content: "\f1ac";
	}
	.fa-building:before {
	content: "\f1ad";
	}
	.fa-child:before {
	content: "\f1ae";
	}
	.fa-paw:before {
	content: "\f1b0";
	}
	.fa-spoon:before {
	content: "\f1b1";
	}
	.fa-cube:before {
	content: "\f1b2";
	}
	.fa-cubes:before {
	content: "\f1b3";
	}
	.fa-behance:before {
	content: "\f1b4";
	}
	.fa-behance-square:before {
	content: "\f1b5";
	}
	.fa-steam:before {
	content: "\f1b6";
	}
	.fa-steam-square:before {
	content: "\f1b7";
	}
	.fa-recycle:before {
	content: "\f1b8";
	}
	.fa-automobile:before,
	.fa-car:before {
	content: "\f1b9";
	}
	.fa-cab:before,
	.fa-taxi:before {
	content: "\f1ba";
	}
	.fa-tree:before {
	content: "\f1bb";
	}
	.fa-spotify:before {
	content: "\f1bc";
	}
	.fa-deviantart:before {
	content: "\f1bd";
	}
	.fa-soundcloud:before {
	content: "\f1be";
	}
	.fa-database:before {
	content: "\f1c0";
	}
	.fa-file-pdf-o:before {
	content: "\f1c1";
	}
	.fa-file-word-o:before {
	content: "\f1c2";
	}
	.fa-file-excel-o:before {
	content: "\f1c3";
	}
	.fa-file-powerpoint-o:before {
	content: "\f1c4";
	}
	.fa-file-photo-o:before,
	.fa-file-picture-o:before,
	.fa-file-image-o:before {
	content: "\f1c5";
	}
	.fa-file-zip-o:before,
	.fa-file-archive-o:before {
	content: "\f1c6";
	}
	.fa-file-sound-o:before,
	.fa-file-audio-o:before {
	content: "\f1c7";
	}
	.fa-file-movie-o:before,
	.fa-file-video-o:before {
	content: "\f1c8";
	}
	.fa-file-code-o:before {
	content: "\f1c9";
	}
	.fa-vine:before {
	content: "\f1ca";
	}
	.fa-codepen:before {
	content: "\f1cb";
	}
	.fa-jsfiddle:before {
	content: "\f1cc";
	}
	.fa-life-bouy:before,
	.fa-life-buoy:before,
	.fa-life-saver:before,
	.fa-support:before,
	.fa-life-ring:before {
	content: "\f1cd";
	}
	.fa-circle-o-notch:before {
	content: "\f1ce";
	}
	.fa-ra:before,
	.fa-resistance:before,
	.fa-rebel:before {
	content: "\f1d0";
	}
	.fa-ge:before,
	.fa-empire:before {
	content: "\f1d1";
	}
	.fa-git-square:before {
	content: "\f1d2";
	}
	.fa-git:before {
	content: "\f1d3";
	}
	.fa-y-combinator-square:before,
	.fa-yc-square:before,
	.fa-hacker-news:before {
	content: "\f1d4";
	}
	.fa-tencent-weibo:before {
	content: "\f1d5";
	}
	.fa-qq:before {
	content: "\f1d6";
	}
	.fa-wechat:before,
	.fa-weixin:before {
	content: "\f1d7";
	}
	.fa-send:before,
	.fa-paper-plane:before {
	content: "\f1d8";
	}
	.fa-send-o:before,
	.fa-paper-plane-o:before {
	content: "\f1d9";
	}
	.fa-history:before {
	content: "\f1da";
	}
	.fa-circle-thin:before {
	content: "\f1db";
	}
	.fa-header:before {
	content: "\f1dc";
	}
	.fa-paragraph:before {
	content: "\f1dd";
	}
	.fa-sliders:before {
	content: "\f1de";
	}
	.fa-share-alt:before {
	content: "\f1e0";
	}
	.fa-share-alt-square:before {
	content: "\f1e1";
	}
	.fa-bomb:before {
	content: "\f1e2";
	}
	.fa-soccer-ball-o:before,
	.fa-futbol-o:before {
	content: "\f1e3";
	}
	.fa-tty:before {
	content: "\f1e4";
	}
	.fa-binoculars:before {
	content: "\f1e5";
	}
	.fa-plug:before {
	content: "\f1e6";
	}
	.fa-slideshare:before {
	content: "\f1e7";
	}
	.fa-twitch:before {
	content: "\f1e8";
	}
	.fa-yelp:before {
	content: "\f1e9";
	}
	.fa-newspaper-o:before {
	content: "\f1ea";
	}
	.fa-wifi:before {
	content: "\f1eb";
	}
	.fa-calculator:before {
	content: "\f1ec";
	}
	.fa-paypal:before {
	content: "\f1ed";
	}
	.fa-google-wallet:before {
	content: "\f1ee";
	}
	.fa-cc-visa:before {
	content: "\f1f0";
	}
	.fa-cc-mastercard:before {
	content: "\f1f1";
	}
	.fa-cc-discover:before {
	content: "\f1f2";
	}
	.fa-cc-amex:before {
	content: "\f1f3";
	}
	.fa-cc-paypal:before {
	content: "\f1f4";
	}
	.fa-cc-stripe:before {
	content: "\f1f5";
	}
	.fa-bell-slash:before {
	content: "\f1f6";
	}
	.fa-bell-slash-o:before {
	content: "\f1f7";
	}
	.fa-trash:before {
	content: "\f1f8";
	}
	.fa-copyright:before {
	content: "\f1f9";
	}
	.fa-at:before {
	content: "\f1fa";
	}
	.fa-eyedropper:before {
	content: "\f1fb";
	}
	.fa-paint-brush:before {
	content: "\f1fc";
	}
	.fa-birthday-cake:before {
	content: "\f1fd";
	}
	.fa-area-chart:before {
	content: "\f1fe";
	}
	.fa-pie-chart:before {
	content: "\f200";
	}
	.fa-line-chart:before {
	content: "\f201";
	}
	.fa-lastfm:before {
	content: "\f202";
	}
	.fa-lastfm-square:before {
	content: "\f203";
	}
	.fa-toggle-off:before {
	content: "\f204";
	}
	.fa-toggle-on:before {
	content: "\f205";
	}
	.fa-bicycle:before {
	content: "\f206";
	}
	.fa-bus:before {
	content: "\f207";
	}
	.fa-ioxhost:before {
	content: "\f208";
	}
	.fa-angellist:before {
	content: "\f209";
	}
	.fa-cc:before {
	content: "\f20a";
	}
	.fa-shekel:before,
	.fa-sheqel:before,
	.fa-ils:before {
	content: "\f20b";
	}
	.fa-meanpath:before {
	content: "\f20c";
	}
	.fa-buysellads:before {
	content: "\f20d";
	}
	.fa-connectdevelop:before {
	content: "\f20e";
	}
	.fa-dashcube:before {
	content: "\f210";
	}
	.fa-forumbee:before {
	content: "\f211";
	}
	.fa-leanpub:before {
	content: "\f212";
	}
	.fa-sellsy:before {
	content: "\f213";
	}
	.fa-shirtsinbulk:before {
	content: "\f214";
	}
	.fa-simplybuilt:before {
	content: "\f215";
	}
	.fa-skyatlas:before {
	content: "\f216";
	}
	.fa-cart-plus:before {
	content: "\f217";
	}
	.fa-cart-arrow-down:before {
	content: "\f218";
	}
	.fa-diamond:before {
	content: "\f219";
	}
	.fa-ship:before {
	content: "\f21a";
	}
	.fa-user-secret:before {
	content: "\f21b";
	}
	.fa-motorcycle:before {
	content: "\f21c";
	}
	.fa-street-view:before {
	content: "\f21d";
	}
	.fa-heartbeat:before {
	content: "\f21e";
	}
	.fa-venus:before {
	content: "\f221";
	}
	.fa-mars:before {
	content: "\f222";
	}
	.fa-mercury:before {
	content: "\f223";
	}
	.fa-intersex:before,
	.fa-transgender:before {
	content: "\f224";
	}
	.fa-transgender-alt:before {
	content: "\f225";
	}
	.fa-venus-double:before {
	content: "\f226";
	}
	.fa-mars-double:before {
	content: "\f227";
	}
	.fa-venus-mars:before {
	content: "\f228";
	}
	.fa-mars-stroke:before {
	content: "\f229";
	}
	.fa-mars-stroke-v:before {
	content: "\f22a";
	}
	.fa-mars-stroke-h:before {
	content: "\f22b";
	}
	.fa-neuter:before {
	content: "\f22c";
	}
	.fa-genderless:before {
	content: "\f22d";
	}
	.fa-facebook-official:before {
	content: "\f230";
	}
	.fa-pinterest-p:before {
	content: "\f231";
	}
	.fa-whatsapp:before {
	content: "\f232";
	}
	.fa-server:before {
	content: "\f233";
	}
	.fa-user-plus:before {
	content: "\f234";
	}
	.fa-user-times:before {
	content: "\f235";
	}
	.fa-hotel:before,
	.fa-bed:before {
	content: "\f236";
	}
	.fa-viacoin:before {
	content: "\f237";
	}
	.fa-train:before {
	content: "\f238";
	}
	.fa-subway:before {
	content: "\f239";
	}
	.fa-medium:before {
	content: "\f23a";
	}
	.fa-yc:before,
	.fa-y-combinator:before {
	content: "\f23b";
	}
	.fa-optin-monster:before {
	content: "\f23c";
	}
	.fa-opencart:before {
	content: "\f23d";
	}
	.fa-expeditedssl:before {
	content: "\f23e";
	}
	.fa-battery-4:before,
	.fa-battery:before,
	.fa-battery-full:before {
	content: "\f240";
	}
	.fa-battery-3:before,
	.fa-battery-three-quarters:before {
	content: "\f241";
	}
	.fa-battery-2:before,
	.fa-battery-half:before {
	content: "\f242";
	}
	.fa-battery-1:before,
	.fa-battery-quarter:before {
	content: "\f243";
	}
	.fa-battery-0:before,
	.fa-battery-empty:before {
	content: "\f244";
	}
	.fa-mouse-pointer:before {
	content: "\f245";
	}
	.fa-i-cursor:before {
	content: "\f246";
	}
	.fa-object-group:before {
	content: "\f247";
	}
	.fa-object-ungroup:before {
	content: "\f248";
	}
	.fa-sticky-note:before {
	content: "\f249";
	}
	.fa-sticky-note-o:before {
	content: "\f24a";
	}
	.fa-cc-jcb:before {
	content: "\f24b";
	}
	.fa-cc-diners-club:before {
	content: "\f24c";
	}
	.fa-clone:before {
	content: "\f24d";
	}
	.fa-balance-scale:before {
	content: "\f24e";
	}
	.fa-hourglass-o:before {
	content: "\f250";
	}
	.fa-hourglass-1:before,
	.fa-hourglass-start:before {
	content: "\f251";
	}
	.fa-hourglass-2:before,
	.fa-hourglass-half:before {
	content: "\f252";
	}
	.fa-hourglass-3:before,
	.fa-hourglass-end:before {
	content: "\f253";
	}
	.fa-hourglass:before {
	content: "\f254";
	}
	.fa-hand-grab-o:before,
	.fa-hand-rock-o:before {
	content: "\f255";
	}
	.fa-hand-stop-o:before,
	.fa-hand-paper-o:before {
	content: "\f256";
	}
	.fa-hand-scissors-o:before {
	content: "\f257";
	}
	.fa-hand-lizard-o:before {
	content: "\f258";
	}
	.fa-hand-spock-o:before {
	content: "\f259";
	}
	.fa-hand-pointer-o:before {
	content: "\f25a";
	}
	.fa-hand-peace-o:before {
	content: "\f25b";
	}
	.fa-trademark:before {
	content: "\f25c";
	}
	.fa-registered:before {
	content: "\f25d";
	}
	.fa-creative-commons:before {
	content: "\f25e";
	}
	.fa-gg:before {
	content: "\f260";
	}
	.fa-gg-circle:before {
	content: "\f261";
	}
	.fa-tripadvisor:before {
	content: "\f262";
	}
	.fa-odnoklassniki:before {
	content: "\f263";
	}
	.fa-odnoklassniki-square:before {
	content: "\f264";
	}
	.fa-get-pocket:before {
	content: "\f265";
	}
	.fa-wikipedia-w:before {
	content: "\f266";
	}
	.fa-safari:before {
	content: "\f267";
	}
	.fa-chrome:before {
	content: "\f268";
	}
	.fa-firefox:before {
	content: "\f269";
	}
	.fa-opera:before {
	content: "\f26a";
	}
	.fa-internet-explorer:before {
	content: "\f26b";
	}
	.fa-tv:before,
	.fa-television:before {
	content: "\f26c";
	}
	.fa-contao:before {
	content: "\f26d";
	}
	.fa-500px:before {
	content: "\f26e";
	}
	.fa-amazon:before {
	content: "\f270";
	}
	.fa-calendar-plus-o:before {
	content: "\f271";
	}
	.fa-calendar-minus-o:before {
	content: "\f272";
	}
	.fa-calendar-times-o:before {
	content: "\f273";
	}
	.fa-calendar-check-o:before {
	content: "\f274";
	}
	.fa-industry:before {
	content: "\f275";
	}
	.fa-map-pin:before {
	content: "\f276";
	}
	.fa-map-signs:before {
	content: "\f277";
	}
	.fa-map-o:before {
	content: "\f278";
	}
	.fa-map:before {
	content: "\f279";
	}
	.fa-commenting:before {
	content: "\f27a";
	}
	.fa-commenting-o:before {
	content: "\f27b";
	}
	.fa-houzz:before {
	content: "\f27c";
	}
	.fa-vimeo:before {
	content: "\f27d";
	}
	.fa-black-tie:before {
	content: "\f27e";
	}
	.fa-fonticons:before {
	content: "\f280";
	}
	.fa-reddit-alien:before {
	content: "\f281";
	}
	.fa-edge:before {
	content: "\f282";
	}
	.fa-credit-card-alt:before {
	content: "\f283";
	}
	.fa-codiepie:before {
	content: "\f284";
	}
	.fa-modx:before {
	content: "\f285";
	}
	.fa-fort-awesome:before {
	content: "\f286";
	}
	.fa-usb:before {
	content: "\f287";
	}
	.fa-product-hunt:before {
	content: "\f288";
	}
	.fa-mixcloud:before {
	content: "\f289";
	}
	.fa-scribd:before {
	content: "\f28a";
	}
	.fa-pause-circle:before {
	content: "\f28b";
	}
	.fa-pause-circle-o:before {
	content: "\f28c";
	}
	.fa-stop-circle:before {
	content: "\f28d";
	}
	.fa-stop-circle-o:before {
	content: "\f28e";
	}
	.fa-shopping-bag:before {
	content: "\f290";
	}
	.fa-shopping-basket:before {
	content: "\f291";
	}
	.fa-hashtag:before {
	content: "\f292";
	}
	.fa-bluetooth:before {
	content: "\f293";
	}
	.fa-bluetooth-b:before {
	content: "\f294";
	}
	.fa-percent:before {
	content: "\f295";
	}
	.fa-gitlab:before {
	content: "\f296";
	}
	.fa-wpbeginner:before {
	content: "\f297";
	}
	.fa-wpforms:before {
	content: "\f298";
	}
	.fa-envira:before {
	content: "\f299";
	}
	.fa-universal-access:before {
	content: "\f29a";
	}
	.fa-wheelchair-alt:before {
	content: "\f29b";
	}
	.fa-question-circle-o:before {
	content: "\f29c";
	}
	.fa-blind:before {
	content: "\f29d";
	}
	.fa-audio-description:before {
	content: "\f29e";
	}
	.fa-volume-control-phone:before {
	content: "\f2a0";
	}
	.fa-braille:before {
	content: "\f2a1";
	}
	.fa-assistive-listening-systems:before {
	content: "\f2a2";
	}
	.fa-asl-interpreting:before,
	.fa-american-sign-language-interpreting:before {
	content: "\f2a3";
	}
	.fa-deafness:before,
	.fa-hard-of-hearing:before,
	.fa-deaf:before {
	content: "\f2a4";
	}
	.fa-glide:before {
	content: "\f2a5";
	}
	.fa-glide-g:before {
	content: "\f2a6";
	}
	.fa-signing:before,
	.fa-sign-language:before {
	content: "\f2a7";
	}
	.fa-low-vision:before {
	content: "\f2a8";
	}
	.fa-viadeo:before {
	content: "\f2a9";
	}
	.fa-viadeo-square:before {
	content: "\f2aa";
	}
	.fa-snapchat:before {
	content: "\f2ab";
	}
	.fa-snapchat-ghost:before {
	content: "\f2ac";
	}
	.fa-snapchat-square:before {
	content: "\f2ad";
	}
	.fa-pied-piper:before {
	content: "\f2ae";
	}
	.fa-first-order:before {
	content: "\f2b0";
	}
	.fa-yoast:before {
	content: "\f2b1";
	}
	.fa-themeisle:before {
	content: "\f2b2";
	}
	.fa-google-plus-circle:before,
	.fa-google-plus-official:before {
	content: "\f2b3";
	}
	.fa-fa:before,
	.fa-font-awesome:before {
	content: "\f2b4";
	}
	.fa-handshake-o:before {
	content: "\f2b5";
	}
	.fa-envelope-open:before {
	content: "\f2b6";
	}
	.fa-envelope-open-o:before {
	content: "\f2b7";
	}
	.fa-linode:before {
	content: "\f2b8";
	}
	.fa-address-book:before {
	content: "\f2b9";
	}
	.fa-address-book-o:before {
	content: "\f2ba";
	}
	.fa-vcard:before,
	.fa-address-card:before {
	content: "\f2bb";
	}
	.fa-vcard-o:before,
	.fa-address-card-o:before {
	content: "\f2bc";
	}
	.fa-user-circle:before {
	content: "\f2bd";
	}
	.fa-user-circle-o:before {
	content: "\f2be";
	}
	.fa-user-o:before {
	content: "\f2c0";
	}
	.fa-id-badge:before {
	content: "\f2c1";
	}
	.fa-drivers-license:before,
	.fa-id-card:before {
	content: "\f2c2";
	}
	.fa-drivers-license-o:before,
	.fa-id-card-o:before {
	content: "\f2c3";
	}
	.fa-quora:before {
	content: "\f2c4";
	}
	.fa-free-code-camp:before {
	content: "\f2c5";
	}
	.fa-telegram:before {
	content: "\f2c6";
	}
	.fa-thermometer-4:before,
	.fa-thermometer:before,
	.fa-thermometer-full:before {
	content: "\f2c7";
	}
	.fa-thermometer-3:before,
	.fa-thermometer-three-quarters:before {
	content: "\f2c8";
	}
	.fa-thermometer-2:before,
	.fa-thermometer-half:before {
	content: "\f2c9";
	}
	.fa-thermometer-1:before,
	.fa-thermometer-quarter:before {
	content: "\f2ca";
	}
	.fa-thermometer-0:before,
	.fa-thermometer-empty:before {
	content: "\f2cb";
	}
	.fa-shower:before {
	content: "\f2cc";
	}
	.fa-bathtub:before,
	.fa-s15:before,
	.fa-bath:before {
	content: "\f2cd";
	}
	.fa-podcast:before {
	content: "\f2ce";
	}
	.fa-window-maximize:before {
	content: "\f2d0";
	}
	.fa-window-minimize:before {
	content: "\f2d1";
	}
	.fa-window-restore:before {
	content: "\f2d2";
	}
	.fa-times-rectangle:before,
	.fa-window-close:before {
	content: "\f2d3";
	}
	.fa-times-rectangle-o:before,
	.fa-window-close-o:before {
	content: "\f2d4";
	}
	.fa-bandcamp:before {
	content: "\f2d5";
	}
	.fa-grav:before {
	content: "\f2d6";
	}
	.fa-etsy:before {
	content: "\f2d7";
	}
	.fa-imdb:before {
	content: "\f2d8";
	}
	.fa-ravelry:before {
	content: "\f2d9";
	}
	.fa-eercast:before {
	content: "\f2da";
	}
	.fa-microchip:before {
	content: "\f2db";
	}
	.fa-snowflake-o:before {
	content: "\f2dc";
	}
	.fa-superpowers:before {
	content: "\f2dd";
	}
	.fa-wpexplorer:before {
	content: "\f2de";
	}
	.fa-meetup:before {
	content: "\f2e0";
	}
	.sr-only {
	position: absolute;
	width: 1px;
	height: 1px;
	padding: 0;
	margin: -1px;
	overflow: hidden;
	clip: rect(0, 0, 0, 0);
	border: 0;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	.sr-only-focusable:active,
	.sr-only-focusable:focus {
	position: static;
	width: auto;
	height: auto;
	margin: 0;
	overflow: visible;
	clip: auto;
	}
	/*!
	*
	* IPython base
	*
	*/
	.modal.fade .modal-dialog {
	-webkit-transform: translate(0, 0);
	-ms-transform: translate(0, 0);
	-o-transform: translate(0, 0);
	transform: translate(0, 0);
	}
	code {
	color: #000;
	}
	pre {
	font-size: inherit;
	line-height: inherit;
	}
	label {
	font-weight: normal;
	}
	/* Make the page background atleast 100% the height of the view port */
	/* Make the page itself atleast 70% the height of the view port */
	.border-box-sizing {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	.corner-all {
	border-radius: 2px;
	}
	.no-padding {
	padding: 0px;
	}
	/* Flexible box model classes */
	/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
	/* This file is a compatability layer. It allows the usage of flexible box
	model layouts accross multiple browsers, including older browsers. The newest,
	universal implementation of the flexible box model is used when available (see
	`Modern browsers` comments below). Browsers that are known to implement this
	new spec completely include:

	Firefox 28.0+
	Chrome 29.0+
	Internet Explorer 11+
	Opera 17.0+

	Browsers not listed, including Safari, are supported via the styling under the
	`Old browsers` comments below.
	*/
	.hbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	.hbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.vbox {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	.vbox > * {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	}
	.hbox.reverse,
	.vbox.reverse,
	.reverse {
	/* Old browsers */
	-webkit-box-direction: reverse;
	-moz-box-direction: reverse;
	box-direction: reverse;
	/* Modern browsers */
	flex-direction: row-reverse;
	}
	.hbox.box-flex0,
	.vbox.box-flex0,
	.box-flex0 {
	/* Old browsers */
	-webkit-box-flex: 0;
	-moz-box-flex: 0;
	box-flex: 0;
	/* Modern browsers */
	flex: none;
	width: auto;
	}
	.hbox.box-flex1,
	.vbox.box-flex1,
	.box-flex1 {
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex,
	.vbox.box-flex,
	.box-flex {
	/* Old browsers */
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	.hbox.box-flex2,
	.vbox.box-flex2,
	.box-flex2 {
	/* Old browsers */
	-webkit-box-flex: 2;
	-moz-box-flex: 2;
	box-flex: 2;
	/* Modern browsers */
	flex: 2;
	}
	.box-group1 {
	/* Deprecated */
	-webkit-box-flex-group: 1;
	-moz-box-flex-group: 1;
	box-flex-group: 1;
	}
	.box-group2 {
	/* Deprecated */
	-webkit-box-flex-group: 2;
	-moz-box-flex-group: 2;
	box-flex-group: 2;
	}
	.hbox.start,
	.vbox.start,
	.start {
	/* Old browsers */
	-webkit-box-pack: start;
	-moz-box-pack: start;
	box-pack: start;
	/* Modern browsers */
	justify-content: flex-start;
	}
	.hbox.end,
	.vbox.end,
	.end {
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	}
	.hbox.center,
	.vbox.center,
	.center {
	/* Old browsers */
	-webkit-box-pack: center;
	-moz-box-pack: center;
	box-pack: center;
	/* Modern browsers */
	justify-content: center;
	}
	.hbox.baseline,
	.vbox.baseline,
	.baseline {
	/* Old browsers */
	-webkit-box-pack: baseline;
	-moz-box-pack: baseline;
	box-pack: baseline;
	/* Modern browsers */
	justify-content: baseline;
	}
	.hbox.stretch,
	.vbox.stretch,
	.stretch {
	/* Old browsers */
	-webkit-box-pack: stretch;
	-moz-box-pack: stretch;
	box-pack: stretch;
	/* Modern browsers */
	justify-content: stretch;
	}
	.hbox.align-start,
	.vbox.align-start,
	.align-start {
	/* Old browsers */
	-webkit-box-align: start;
	-moz-box-align: start;
	box-align: start;
	/* Modern browsers */
	align-items: flex-start;
	}
	.hbox.align-end,
	.vbox.align-end,
	.align-end {
	/* Old browsers */
	-webkit-box-align: end;
	-moz-box-align: end;
	box-align: end;
	/* Modern browsers */
	align-items: flex-end;
	}
	.hbox.align-center,
	.vbox.align-center,
	.align-center {
	/* Old browsers */
	-webkit-box-align: center;
	-moz-box-align: center;
	box-align: center;
	/* Modern browsers */
	align-items: center;
	}
	.hbox.align-baseline,
	.vbox.align-baseline,
	.align-baseline {
	/* Old browsers */
	-webkit-box-align: baseline;
	-moz-box-align: baseline;
	box-align: baseline;
	/* Modern browsers */
	align-items: baseline;
	}
	.hbox.align-stretch,
	.vbox.align-stretch,
	.align-stretch {
	/* Old browsers */
	-webkit-box-align: stretch;
	-moz-box-align: stretch;
	box-align: stretch;
	/* Modern browsers */
	align-items: stretch;
	}
	div.error {
	margin: 2em;
	text-align: center;
	}
	div.error > h1 {
	font-size: 500%;
	line-height: normal;
	}
	div.error > p {
	font-size: 200%;
	line-height: normal;
	}
	div.traceback-wrapper {
	text-align: left;
	max-width: 800px;
	margin: auto;
	}
	div.traceback-wrapper pre.traceback {
	max-height: 600px;
	overflow: auto;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	body {
	background-color: #fff;
	/* This makes sure that the body covers the entire window and needs to
	be in a different element than the display: box in wrapper below */
	position: absolute;
	left: 0px;
	right: 0px;
	top: 0px;
	bottom: 0px;
	overflow: visible;
	}
	body > #header {
	/* Initially hidden to prevent FLOUC */
	display: none;
	background-color: #fff;
	/* Display over codemirror */
	position: relative;
	z-index: 100;
	}
	body > #header #header-container {
	display: flex;
	flex-direction: row;
	justify-content: space-between;
	padding: 5px;
	padding-bottom: 5px;
	padding-top: 5px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	body > #header .header-bar {
	width: 100%;
	height: 1px;
	background: #e7e7e7;
	margin-bottom: -1px;
	}
	@media print {
	body > #header {
	display: none !important;
	}
	}
	#header-spacer {
	width: 100%;
	visibility: hidden;
	}
	@media print {
	#header-spacer {
	display: none;
	}
	}
	#ipython_notebook {
	padding-left: 0px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	[dir="rtl"] #ipython_notebook {
	margin-right: 10px;
	margin-left: 0;
	}
	[dir="rtl"] #ipython_notebook.pull-left {
	float: right !important;
	float: right;
	}
	.flex-spacer {
	flex: 1;
	}
	#noscript {
	width: auto;
	padding-top: 16px;
	padding-bottom: 16px;
	text-align: center;
	font-size: 22px;
	color: red;
	font-weight: bold;
	}
	#ipython_notebook img {
	height: 28px;
	}
	#site {
	width: 100%;
	display: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	overflow: auto;
	}
	@media print {
	#site {
	height: auto !important;
	}
	}
	/* Smaller buttons */
	.ui-button .ui-button-text {
	padding: 0.2em 0.8em;
	font-size: 77%;
	}
	input.ui-button {
	padding: 0.3em 0.9em;
	}
	span#kernel_logo_widget {
	margin: 0 10px;
	}
	span#login_widget {
	float: right;
	}
	[dir="rtl"] span#login_widget {
	float: left;
	}
	span#login_widget > .button,
	#logout {
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button:focus,
	#logout:focus,
	span#login_widget > .button.focus,
	#logout.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:hover,
	#logout:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	span#login_widget > .button:active:hover,
	#logout:active:hover,
	span#login_widget > .button.active:hover,
	#logout.active:hover,
	.open > .dropdown-togglespan#login_widget > .button:hover,
	.open > .dropdown-toggle#logout:hover,
	span#login_widget > .button:active:focus,
	#logout:active:focus,
	span#login_widget > .button.active:focus,
	#logout.active:focus,
	.open > .dropdown-togglespan#login_widget > .button:focus,
	.open > .dropdown-toggle#logout:focus,
	span#login_widget > .button:active.focus,
	#logout:active.focus,
	span#login_widget > .button.active.focus,
	#logout.active.focus,
	.open > .dropdown-togglespan#login_widget > .button.focus,
	.open > .dropdown-toggle#logout.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	span#login_widget > .button:active,
	#logout:active,
	span#login_widget > .button.active,
	#logout.active,
	.open > .dropdown-togglespan#login_widget > .button,
	.open > .dropdown-toggle#logout {
	background-image: none;
	}
	span#login_widget > .button.disabled:hover,
	#logout.disabled:hover,
	span#login_widget > .button[disabled]:hover,
	#logout[disabled]:hover,
	fieldset[disabled] span#login_widget > .button:hover,
	fieldset[disabled] #logout:hover,
	span#login_widget > .button.disabled:focus,
	#logout.disabled:focus,
	span#login_widget > .button[disabled]:focus,
	#logout[disabled]:focus,
	fieldset[disabled] span#login_widget > .button:focus,
	fieldset[disabled] #logout:focus,
	span#login_widget > .button.disabled.focus,
	#logout.disabled.focus,
	span#login_widget > .button[disabled].focus,
	#logout[disabled].focus,
	fieldset[disabled] span#login_widget > .button.focus,
	fieldset[disabled] #logout.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	span#login_widget > .button .badge,
	#logout .badge {
	color: #fff;
	background-color: #333;
	}
	.nav-header {
	text-transform: none;
	}
	#header > span {
	margin-top: 10px;
	}
	.modal_stretch .modal-dialog {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	min-height: 80vh;
	}
	.modal_stretch .modal-dialog .modal-body {
	max-height: calc(100vh - 200px);
	overflow: auto;
	flex: 1;
	}
	.modal-header {
	cursor: move;
	}
	@media (min-width: 768px) {
	.modal .modal-dialog {
	width: 700px;
	}
	}
	@media (min-width: 768px) {
	select.form-control {
	margin-left: 12px;
	margin-right: 12px;
	}
	}
	/*!
	*
	* IPython auth
	*
	*/
	.center-nav {
	display: inline-block;
	margin-bottom: -4px;
	}
	[dir="rtl"] .center-nav form.pull-left {
	float: right !important;
	float: right;
	}
	[dir="rtl"] .center-nav .navbar-text {
	float: right;
	}
	[dir="rtl"] .navbar-inner {
	text-align: right;
	}
	[dir="rtl"] div.text-left {
	text-align: right;
	}
	/*!
	*
	* IPython tree view
	*
	*/
	/* We need an invisible input field on top of the sentense*/
	/* "Drag file onto the list ..." */
	.alternate_upload {
	background-color: none;
	display: inline;
	}
	.alternate_upload.form {
	padding: 0;
	margin: 0;
	}
	.alternate_upload input.fileinput {
	position: absolute;
	display: block;
	width: 100%;
	height: 100%;
	overflow: hidden;
	cursor: pointer;
	opacity: 0;
	z-index: 2;
	}
	.alternate_upload .btn-xs > input.fileinput {
	margin: -1px -5px;
	}
	.alternate_upload .btn-upload {
	position: relative;
	height: 22px;
	}
	::-webkit-file-upload-button {
	cursor: pointer;
	}
	/**
	* Primary styles
	*
	* Author: Jupyter Development Team
	*/
	ul#tabs {
	margin-bottom: 4px;
	}
	ul#tabs a {
	padding-top: 6px;
	padding-bottom: 4px;
	}
	[dir="rtl"] ul#tabs.nav-tabs > li {
	float: right;
	}
	[dir="rtl"] ul#tabs.nav.nav-tabs {
	padding-right: 0;
	}
	ul.breadcrumb a:focus,
	ul.breadcrumb a:hover {
	text-decoration: none;
	}
	ul.breadcrumb i.icon-home {
	font-size: 16px;
	margin-right: 4px;
	}
	ul.breadcrumb span {
	color: #5e5e5e;
	}
	.list_toolbar {
	padding: 4px 0 4px 0;
	vertical-align: middle;
	}
	.list_toolbar .tree-buttons {
	padding-top: 1px;
	}
	[dir="rtl"] .list_toolbar .tree-buttons .pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .list_toolbar .col-sm-4,
	[dir="rtl"] .list_toolbar .col-sm-8 {
	float: right;
	}
	.dynamic-buttons {
	padding-top: 3px;
	display: inline-block;
	}
	.list_toolbar [class*="span"] {
	min-height: 24px;
	}
	.list_header {
	font-weight: bold;
	background-color: #EEE;
	}
	.list_placeholder {
	font-weight: bold;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	}
	.list_container {
	margin-top: 4px;
	margin-bottom: 20px;
	border: 1px solid #ddd;
	border-radius: 2px;
	}
	.list_container > div {
	border-bottom: 1px solid #ddd;
	}
	.list_container > div:hover .list-item {
	background-color: red;
	}
	.list_container > div:last-child {
	border: none;
	}
	.list_item:hover .list_item {
	background-color: #ddd;
	}
	.list_item a {
	text-decoration: none;
	}
	.list_item:hover {
	background-color: #fafafa;
	}
	.list_header > div,
	.list_item > div {
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	.list_header > div input,
	.list_item > div input {
	margin-right: 7px;
	margin-left: 14px;
	vertical-align: text-bottom;
	line-height: 22px;
	position: relative;
	top: -1px;
	}
	.list_header > div .item_link,
	.list_item > div .item_link {
	margin-left: -1px;
	vertical-align: baseline;
	line-height: 22px;
	}
	[dir="rtl"] .list_item > div input {
	margin-right: 0;
	}
	.new-file input[type=checkbox] {
	visibility: hidden;
	}
	.item_name {
	line-height: 22px;
	height: 24px;
	}
	.item_icon {
	font-size: 14px;
	color: #5e5e5e;
	margin-right: 7px;
	margin-left: 7px;
	line-height: 22px;
	vertical-align: baseline;
	}
	.item_modified {
	margin-right: 7px;
	margin-left: 7px;
	}
	[dir="rtl"] .item_modified.pull-right {
	float: left !important;
	float: left;
	}
	.item_buttons {
	line-height: 1em;
	margin-left: -5px;
	}
	.item_buttons .btn,
	.item_buttons .btn-group,
	.item_buttons .input-group {
	float: left;
	}
	.item_buttons > .btn,
	.item_buttons > .btn-group,
	.item_buttons > .input-group {
	margin-left: 5px;
	}
	.item_buttons .btn {
	min-width: 13ex;
	}
	.item_buttons .running-indicator {
	padding-top: 4px;
	color: #5cb85c;
	}
	.item_buttons .kernel-name {
	padding-top: 4px;
	color: #5bc0de;
	margin-right: 7px;
	float: left;
	}
	[dir="rtl"] .item_buttons.pull-right {
	float: left !important;
	float: left;
	}
	[dir="rtl"] .item_buttons .kernel-name {
	margin-left: 7px;
	float: right;
	}
	.toolbar_info {
	height: 24px;
	line-height: 24px;
	}
	.list_item input:not([type=checkbox]) {
	padding-top: 3px;
	padding-bottom: 3px;
	height: 22px;
	line-height: 14px;
	margin: 0px;
	}
	.highlight_text {
	color: blue;
	}
	#project_name {
	display: inline-block;
	padding-left: 7px;
	margin-left: -2px;
	}
	#project_name > .breadcrumb {
	padding: 0px;
	margin-bottom: 0px;
	background-color: transparent;
	font-weight: bold;
	}
	.sort_button {
	display: inline-block;
	padding-left: 7px;
	}
	[dir="rtl"] .sort_button.pull-right {
	float: left !important;
	float: left;
	}
	#tree-selector {
	padding-right: 0px;
	}
	#button-select-all {
	min-width: 50px;
	}
	[dir="rtl"] #button-select-all.btn {
	float: right ;
	}
	#select-all {
	margin-left: 7px;
	margin-right: 2px;
	margin-top: 2px;
	height: 16px;
	}
	[dir="rtl"] #select-all.pull-left {
	float: right !important;
	float: right;
	}
	.menu_icon {
	margin-right: 2px;
	}
	.tab-content .row {
	margin-left: 0px;
	margin-right: 0px;
	}
	.folder_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f114";
	}
	.folder_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.folder_icon:before.pull-left {
	margin-right: .3em;
	}
	.folder_icon:before.pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	}
	.notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f02d";
	position: relative;
	top: -1px;
	color: #5cb85c;
	}
	.running_notebook_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.running_notebook_icon:before.pull-left {
	margin-right: .3em;
	}
	.running_notebook_icon:before.pull-right {
	margin-left: .3em;
	}
	.file_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f016";
	position: relative;
	top: -2px;
	}
	.file_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.file_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.file_icon:before.pull-left {
	margin-right: .3em;
	}
	.file_icon:before.pull-right {
	margin-left: .3em;
	}
	#notebook_toolbar .pull-right {
	padding-top: 0px;
	margin-right: -1px;
	}
	ul#new-menu {
	left: auto;
	right: 0;
	}
	#new-menu .dropdown-header {
	font-size: 10px;
	border-bottom: 1px solid #e5e5e5;
	padding: 0 0 3px;
	margin: -3px 20px 0;
	}
	.kernel-menu-icon {
	padding-right: 12px;
	width: 24px;
	content: "\f096";
	}
	.kernel-menu-icon:before {
	content: "\f096";
	}
	.kernel-menu-icon-current:before {
	content: "\f00c";
	}
	#tab_content {
	padding-top: 20px;
	}
	#running .panel-group .panel {
	margin-top: 3px;
	margin-bottom: 1em;
	}
	#running .panel-group .panel .panel-heading {
	background-color: #EEE;
	padding-top: 4px;
	padding-bottom: 4px;
	padding-left: 7px;
	padding-right: 7px;
	line-height: 22px;
	}
	#running .panel-group .panel .panel-heading a:focus,
	#running .panel-group .panel .panel-heading a:hover {
	text-decoration: none;
	}
	#running .panel-group .panel .panel-body {
	padding: 0px;
	}
	#running .panel-group .panel .panel-body .list_container {
	margin-top: 0px;
	margin-bottom: 0px;
	border: 0px;
	border-radius: 0px;
	}
	#running .panel-group .panel .panel-body .list_container .list_item {
	border-bottom: 1px solid #ddd;
	}
	#running .panel-group .panel .panel-body .list_container .list_item:last-child {
	border-bottom: 0px;
	}
	.delete-button {
	display: none;
	}
	.duplicate-button {
	display: none;
	}
	.rename-button {
	display: none;
	}
	.move-button {
	display: none;
	}
	.download-button {
	display: none;
	}
	.shutdown-button {
	display: none;
	}
	.dynamic-instructions {
	display: inline-block;
	padding-top: 4px;
	}
	/*!
	*
	* IPython text editor webapp
	*
	*/
	.selected-keymap i.fa {
	padding: 0px 5px;
	}
	.selected-keymap i.fa:before {
	content: "\f00c";
	}
	#mode-menu {
	overflow: auto;
	max-height: 20em;
	}
	.edit_app #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	.edit_app #menubar .navbar {
	/* Use a negative 1 bottom margin, so the border overlaps the border of the
	header */
	margin-bottom: -1px;
	}
	.dirty-indicator {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-dirty.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-dirty.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-dirty.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	width: 20px;
	}
	.dirty-indicator-clean.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean.pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f00c";
	}
	.dirty-indicator-clean:before.fa-pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.fa-pull-right {
	margin-left: .3em;
	}
	.dirty-indicator-clean:before.pull-left {
	margin-right: .3em;
	}
	.dirty-indicator-clean:before.pull-right {
	margin-left: .3em;
	}
	#filename {
	font-size: 16pt;
	display: table;
	padding: 0px 5px;
	}
	#current-mode {
	padding-left: 5px;
	padding-right: 5px;
	}
	#texteditor-backdrop {
	padding-top: 20px;
	padding-bottom: 20px;
	}
	@media not print {
	#texteditor-backdrop {
	background-color: #EEE;
	}
	}
	@media print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container .CodeMirror-gutter,
	#texteditor-backdrop #texteditor-container .CodeMirror-gutters {
	background-color: #fff;
	}
	}
	@media not print {
	#texteditor-backdrop #texteditor-container {
	padding: 0px;
	background-color: #fff;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	.CodeMirror-dialog {
	background-color: #fff;
	}
	/*!
	*
	* IPython notebook
	*
	*/
	/* CSS font colors for translated ANSI escape sequences */
	/* The color values are a mix of
	http://www.xcolors.net/dl/baskerville-ivorylight and
	http://www.xcolors.net/dl/euphrasia */
	.ansi-black-fg {
	color: #3E424D;
	}
	.ansi-black-bg {
	background-color: #3E424D;
	}
	.ansi-black-intense-fg {
	color: #282C36;
	}
	.ansi-black-intense-bg {
	background-color: #282C36;
	}
	.ansi-red-fg {
	color: #E75C58;
	}
	.ansi-red-bg {
	background-color: #E75C58;
	}
	.ansi-red-intense-fg {
	color: #B22B31;
	}
	.ansi-red-intense-bg {
	background-color: #B22B31;
	}
	.ansi-green-fg {
	color: #00A250;
	}
	.ansi-green-bg {
	background-color: #00A250;
	}
	.ansi-green-intense-fg {
	color: #007427;
	}
	.ansi-green-intense-bg {
	background-color: #007427;
	}
	.ansi-yellow-fg {
	color: #DDB62B;
	}
	.ansi-yellow-bg {
	background-color: #DDB62B;
	}
	.ansi-yellow-intense-fg {
	color: #B27D12;
	}
	.ansi-yellow-intense-bg {
	background-color: #B27D12;
	}
	.ansi-blue-fg {
	color: #208FFB;
	}
	.ansi-blue-bg {
	background-color: #208FFB;
	}
	.ansi-blue-intense-fg {
	color: #0065CA;
	}
	.ansi-blue-intense-bg {
	background-color: #0065CA;
	}
	.ansi-magenta-fg {
	color: #D160C4;
	}
	.ansi-magenta-bg {
	background-color: #D160C4;
	}
	.ansi-magenta-intense-fg {
	color: #A03196;
	}
	.ansi-magenta-intense-bg {
	background-color: #A03196;
	}
	.ansi-cyan-fg {
	color: #60C6C8;
	}
	.ansi-cyan-bg {
	background-color: #60C6C8;
	}
	.ansi-cyan-intense-fg {
	color: #258F8F;
	}
	.ansi-cyan-intense-bg {
	background-color: #258F8F;
	}
	.ansi-white-fg {
	color: #C5C1B4;
	}
	.ansi-white-bg {
	background-color: #C5C1B4;
	}
	.ansi-white-intense-fg {
	color: #A1A6B2;
	}
	.ansi-white-intense-bg {
	background-color: #A1A6B2;
	}
	.ansi-default-inverse-fg {
	color: #FFFFFF;
	}
	.ansi-default-inverse-bg {
	background-color: #000000;
	}
	.ansi-bold {
	font-weight: bold;
	}
	.ansi-underline {
	text-decoration: underline;
	}
	/* The following styles are deprecated an will be removed in a future version */
	.ansibold {
	font-weight: bold;
	}
	.ansi-inverse {
	outline: 0.5px dotted;
	}
	/* use dark versions for foreground, to improve visibility */
	.ansiblack {
	color: black;
	}
	.ansired {
	color: darkred;
	}
	.ansigreen {
	color: darkgreen;
	}
	.ansiyellow {
	color: #c4a000;
	}
	.ansiblue {
	color: darkblue;
	}
	.ansipurple {
	color: darkviolet;
	}
	.ansicyan {
	color: steelblue;
	}
	.ansigray {
	color: gray;
	}
	/* and light for background, for the same reason */
	.ansibgblack {
	background-color: black;
	}
	.ansibgred {
	background-color: red;
	}
	.ansibggreen {
	background-color: green;
	}
	.ansibgyellow {
	background-color: yellow;
	}
	.ansibgblue {
	background-color: blue;
	}
	.ansibgpurple {
	background-color: magenta;
	}
	.ansibgcyan {
	background-color: cyan;
	}
	.ansibggray {
	background-color: gray;
	}
	div.cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	border-radius: 2px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	border-width: 1px;
	border-style: solid;
	border-color: transparent;
	width: 100%;
	padding: 5px;
	/* This acts as a spacer between cells, that is outside the border */
	margin: 0px;
	outline: none;
	position: relative;
	overflow: visible;
	}
	div.cell:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: transparent;
	}
	div.cell.jupyter-soft-selected {
	border-left-color: #E3F2FD;
	border-left-width: 1px;
	padding-left: 5px;
	border-right-color: #E3F2FD;
	border-right-width: 1px;
	background: #E3F2FD;
	}
	@media print {
	div.cell.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: #ababab;
	}
	div.cell.selected:before,
	div.cell.selected.jupyter-soft-selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #42A5F5;
	}
	@media print {
	div.cell.selected,
	div.cell.selected.jupyter-soft-selected {
	border-color: transparent;
	}
	}
	.edit_mode div.cell.selected {
	border-color: #66BB6A;
	}
	.edit_mode div.cell.selected:before {
	position: absolute;
	display: block;
	top: -1px;
	left: -1px;
	width: 5px;
	height: calc(100% + 2px);
	content: '';
	background: #66BB6A;
	}
	@media print {
	.edit_mode div.cell.selected {
	border-color: transparent;
	}
	}
	.prompt {
	/* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
	min-width: 14ex;
	/* This padding is tuned to match the padding on the CodeMirror editor. */
	padding: 0.4em;
	margin: 0px;
	font-family: monospace;
	text-align: right;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	/* Don't highlight prompt number selection */
	-webkit-touch-callout: none;
	-webkit-user-select: none;
	-khtml-user-select: none;
	-moz-user-select: none;
	-ms-user-select: none;
	user-select: none;
	/* Use default cursor */
	cursor: default;
	}
	@media (max-width: 540px) {
	.prompt {
	text-align: left;
	}
	}
	div.inner_cell {
	min-width: 0;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_area {
	border: 1px solid #cfcfcf;
	border-radius: 2px;
	background: #f7f7f7;
	line-height: 1.21429em;
	}
	/* This is needed so that empty prompt areas can collapse to zero height when there
	is no content in the output_subarea and the prompt. The main purpose of this is
	to make sure that empty JavaScript output_subareas have no height. */
	div.prompt:empty {
	padding-top: 0;
	padding-bottom: 0;
	}
	div.unrecognized_cell {
	padding: 5px 5px 5px 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.unrecognized_cell .inner_cell {
	border-radius: 2px;
	padding: 5px;
	font-weight: bold;
	color: red;
	border: 1px solid #cfcfcf;
	background: #eaeaea;
	}
	div.unrecognized_cell .inner_cell a {
	color: inherit;
	text-decoration: none;
	}
	div.unrecognized_cell .inner_cell a:hover {
	color: inherit;
	text-decoration: none;
	}
	@media (max-width: 540px) {
	div.unrecognized_cell > div.prompt {
	display: none;
	}
	}
	div.code_cell {
	/* avoid page breaking on code cells when printing */
	}
	@media print {
	div.code_cell {
	page-break-inside: avoid;
	}
	}
	/* any special styling for code cells that are currently running goes here */
	div.input {
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.input {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	/* input_area and input_prompt must match in top border and margin for alignment */
	div.input_prompt {
	color: #303F9F;
	border-top: 1px solid transparent;
	}
	div.input_area > div.highlight {
	margin: 0.4em;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	div.input_area > div.highlight > pre {
	margin: 0px;
	border: none;
	padding: 0px;
	background-color: transparent;
	}
	/* The following gets added to the <head> if it is detected that the user has a
	* monospace font with inconsistent normal/bold/italic height. See
	* notebookmain.js. Such fonts will have keywords vertically offset with
	* respect to the rest of the text. The user should select a better font.
	* See: https://github.com/ipython/ipython/issues/1503
	*
	* .CodeMirror span {
	* vertical-align: bottom;
	* }
	*/
	.CodeMirror {
	line-height: 1.21429em;
	/* Changed from 1em to our global default */
	font-size: 14px;
	height: auto;
	/* Changed to auto to autogrow */
	background: none;
	/* Changed from white to allow our bg to show through */
	}
	.CodeMirror-scroll {
	/* The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
	/* We have found that if it is visible, vertical scrollbars appear with font size changes.*/
	overflow-y: hidden;
	overflow-x: auto;
	}
	.CodeMirror-lines {
	/* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
	/* we have set a different line-height and want this to scale with that. */
	/* Note that this should set vertical padding only, since CodeMirror assumes
	that horizontal padding will be set on CodeMirror pre */
	padding: 0.4em 0;
	}
	.CodeMirror-linenumber {
	padding: 0 8px 0 4px;
	}
	.CodeMirror-gutters {
	border-bottom-left-radius: 2px;
	border-top-left-radius: 2px;
	}
	.CodeMirror pre {
	/* In CM3 this went to 4px from 0 in CM2. This sets horizontal padding only,
	use .CodeMirror-lines for vertical */
	padding: 0 0.4em;
	border: 0;
	border-radius: 0;
	}
	.CodeMirror-cursor {
	border-left: 1.4px solid black;
	}
	@media screen and (min-width: 2138px) and (max-width: 4319px) {
	.CodeMirror-cursor {
	border-left: 2px solid black;
	}
	}
	@media screen and (min-width: 4320px) {
	.CodeMirror-cursor {
	border-left: 4px solid black;
	}
	}
	/*

	Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
	Adapted from GitHub theme

	*/
	.highlight-base {
	color: #000;
	}
	.highlight-variable {
	color: #000;
	}
	.highlight-variable-2 {
	color: #1a1a1a;
	}
	.highlight-variable-3 {
	color: #333333;
	}
	.highlight-string {
	color: #BA2121;
	}
	.highlight-comment {
	color: #408080;
	font-style: italic;
	}
	.highlight-number {
	color: #080;
	}
	.highlight-atom {
	color: #88F;
	}
	.highlight-keyword {
	color: #008000;
	font-weight: bold;
	}
	.highlight-builtin {
	color: #008000;
	}
	.highlight-error {
	color: #f00;
	}
	.highlight-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.highlight-meta {
	color: #AA22FF;
	}
	/* previously not defined, copying from default codemirror */
	.highlight-def {
	color: #00f;
	}
	.highlight-string-2 {
	color: #f50;
	}
	.highlight-qualifier {
	color: #555;
	}
	.highlight-bracket {
	color: #997;
	}
	.highlight-tag {
	color: #170;
	}
	.highlight-attribute {
	color: #00c;
	}
	.highlight-header {
	color: blue;
	}
	.highlight-quote {
	color: #090;
	}
	.highlight-link {
	color: #00c;
	}
	/* apply the same style to codemirror */
	.cm-s-ipython span.cm-keyword {
	color: #008000;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-atom {
	color: #88F;
	}
	.cm-s-ipython span.cm-number {
	color: #080;
	}
	.cm-s-ipython span.cm-def {
	color: #00f;
	}
	.cm-s-ipython span.cm-variable {
	color: #000;
	}
	.cm-s-ipython span.cm-operator {
	color: #AA22FF;
	font-weight: bold;
	}
	.cm-s-ipython span.cm-variable-2 {
	color: #1a1a1a;
	}
	.cm-s-ipython span.cm-variable-3 {
	color: #333333;
	}
	.cm-s-ipython span.cm-comment {
	color: #408080;
	font-style: italic;
	}
	.cm-s-ipython span.cm-string {
	color: #BA2121;
	}
	.cm-s-ipython span.cm-string-2 {
	color: #f50;
	}
	.cm-s-ipython span.cm-meta {
	color: #AA22FF;
	}
	.cm-s-ipython span.cm-qualifier {
	color: #555;
	}
	.cm-s-ipython span.cm-builtin {
	color: #008000;
	}
	.cm-s-ipython span.cm-bracket {
	color: #997;
	}
	.cm-s-ipython span.cm-tag {
	color: #170;
	}
	.cm-s-ipython span.cm-attribute {
	color: #00c;
	}
	.cm-s-ipython span.cm-header {
	color: blue;
	}
	.cm-s-ipython span.cm-quote {
	color: #090;
	}
	.cm-s-ipython span.cm-link {
	color: #00c;
	}
	.cm-s-ipython span.cm-error {
	color: #f00;
	}
	.cm-s-ipython span.cm-tab {
	background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
	background-position: right;
	background-repeat: no-repeat;
	}
	div.output_wrapper {
	/* this position must be relative to enable descendents to be absolute within it */
	position: relative;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	z-index: 1;
	}
	/* class for the output area when it should be height-limited */
	div.output_scroll {
	/* ideally, this would be max-height, but FF barfs all over that */
	height: 24em;
	/* FF needs this and the wrapper to specify full width, or it will shrinkwrap */
	width: 100%;
	overflow: auto;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
	display: block;
	}
	/* output div while it is collapsed */
	div.output_collapsed {
	margin: 0px;
	padding: 0px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	div.out_prompt_overlay {
	height: 100%;
	padding: 0px 0.4em;
	position: absolute;
	border-radius: 2px;
	}
	div.out_prompt_overlay:hover {
	/* use inner shadow to get border that is computed the same on WebKit/FF */
	-webkit-box-shadow: inset 0 0 1px #000;
	box-shadow: inset 0 0 1px #000;
	background: rgba(240, 240, 240, 0.5);
	}
	div.output_prompt {
	color: #D84315;
	}
	/* This class is the outer container of all output sections. */
	div.output_area {
	padding: 0px;
	page-break-inside: avoid;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	div.output_area .MathJax_Display {
	text-align: left !important;
	}
	div.output_area .rendered_html table {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area .rendered_html img {
	margin-left: 0;
	margin-right: 0;
	}
	div.output_area img,
	div.output_area svg {
	max-width: 100%;
	height: auto;
	}
	div.output_area img.unconfined,
	div.output_area svg.unconfined {
	max-width: none;
	}
	div.output_area .mglyph > img {
	max-width: none;
	}
	/* This is needed to protect the pre formating from global settings such
	as that of bootstrap */
	.output {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.output_area {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: vertical;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: vertical;
	-moz-box-align: stretch;
	display: box;
	box-orient: vertical;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: column;
	align-items: stretch;
	}
	}
	div.output_area pre {
	margin: 0;
	padding: 1px 0 1px 0;
	border: 0;
	vertical-align: baseline;
	color: black;
	background-color: transparent;
	border-radius: 0;
	}
	/* This class is for the output subarea inside the output_area and after
	the prompt div. */
	div.output_subarea {
	overflow-x: auto;
	padding: 0.4em;
	/* Old browsers */
	-webkit-box-flex: 1;
	-moz-box-flex: 1;
	box-flex: 1;
	/* Modern browsers */
	flex: 1;
	max-width: calc(100% - 14ex);
	}
	div.output_scroll div.output_subarea {
	overflow-x: visible;
	}
	/* The rest of the output_* classes are for special styling of the different
	output types */
	/* all text output has this class: */
	div.output_text {
	text-align: left;
	color: #000;
	/* This has to match that of the the CodeMirror class line-height below */
	line-height: 1.21429em;
	}
	/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are not streams */
	div.output_stderr {
	background: #fdd;
	/* very light red background for stderr */
	}
	div.output_latex {
	text-align: left;
	}
	/* Empty output_javascript divs should have no height */
	div.output_javascript:empty {
	padding: 0;
	}
	.js-error {
	color: darkred;
	}
	/* raw_input styles */
	div.raw_input_container {
	line-height: 1.21429em;
	padding-top: 5px;
	}
	pre.raw_input_prompt {
	/* nothing needed here. */
	}
	input.raw_input {
	font-family: monospace;
	font-size: inherit;
	color: inherit;
	width: auto;
	/* make sure input baseline aligns with prompt */
	vertical-align: baseline;
	/* padding + margin = 0.5em between prompt and cursor */
	padding: 0em 0.25em;
	margin: 0em 0.25em;
	}
	input.raw_input:focus {
	box-shadow: none;
	}
	p.p-space {
	margin-bottom: 10px;
	}
	div.output_unrecognized {
	padding: 5px;
	font-weight: bold;
	color: red;
	}
	div.output_unrecognized a {
	color: inherit;
	text-decoration: none;
	}
	div.output_unrecognized a:hover {
	color: inherit;
	text-decoration: none;
	}
	.rendered_html {
	color: #000;
	/* any extras will just be numbers: */
	}
	.rendered_html em {
	font-style: italic;
	}
	.rendered_html strong {
	font-weight: bold;
	}
	.rendered_html u {
	text-decoration: underline;
	}
	.rendered_html :link {
	text-decoration: underline;
	}
	.rendered_html :visited {
	text-decoration: underline;
	}
	.rendered_html h1 {
	font-size: 185.7%;
	margin: 1.08em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h2 {
	font-size: 157.1%;
	margin: 1.27em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h3 {
	font-size: 128.6%;
	margin: 1.55em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h4 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	}
	.rendered_html h5 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h6 {
	font-size: 100%;
	margin: 2em 0 0 0;
	font-weight: bold;
	line-height: 1.0;
	font-style: italic;
	}
	.rendered_html h1:first-child {
	margin-top: 0.538em;
	}
	.rendered_html h2:first-child {
	margin-top: 0.636em;
	}
	.rendered_html h3:first-child {
	margin-top: 0.777em;
	}
	.rendered_html h4:first-child {
	margin-top: 1em;
	}
	.rendered_html h5:first-child {
	margin-top: 1em;
	}
	.rendered_html h6:first-child {
	margin-top: 1em;
	}
	.rendered_html ul:not(.list-inline),
	.rendered_html ol:not(.list-inline) {
	padding-left: 2em;
	}
	.rendered_html ul {
	list-style: disc;
	}
	.rendered_html ul ul {
	list-style: square;
	margin-top: 0;
	}
	.rendered_html ul ul ul {
	list-style: circle;
	}
	.rendered_html ol {
	list-style: decimal;
	}
	.rendered_html ol ol {
	list-style: upper-alpha;
	margin-top: 0;
	}
	.rendered_html ol ol ol {
	list-style: lower-alpha;
	}
	.rendered_html ol ol ol ol {
	list-style: lower-roman;
	}
	.rendered_html ol ol ol ol ol {
	list-style: decimal;
	}
	.rendered_html * + ul {
	margin-top: 1em;
	}
	.rendered_html * + ol {
	margin-top: 1em;
	}
	.rendered_html hr {
	color: black;
	background-color: black;
	}
	.rendered_html pre {
	margin: 1em 2em;
	padding: 0px;
	background-color: #fff;
	}
	.rendered_html code {
	background-color: #eff0f1;
	}
	.rendered_html p code {
	padding: 1px 5px;
	}
	.rendered_html pre code {
	background-color: #fff;
	}
	.rendered_html pre,
	.rendered_html code {
	border: 0;
	color: #000;
	font-size: 100%;
	}
	.rendered_html blockquote {
	margin: 1em 2em;
	}
	.rendered_html table {
	margin-left: auto;
	margin-right: auto;
	border: none;
	border-collapse: collapse;
	border-spacing: 0;
	color: black;
	font-size: 12px;
	table-layout: fixed;
	}
	.rendered_html thead {
	border-bottom: 1px solid black;
	vertical-align: bottom;
	}
	.rendered_html tr,
	.rendered_html th,
	.rendered_html td {
	text-align: right;
	vertical-align: middle;
	padding: 0.5em 0.5em;
	line-height: normal;
	white-space: normal;
	max-width: none;
	border: none;
	}
	.rendered_html th {
	font-weight: bold;
	}
	.rendered_html tbody tr:nth-child(odd) {
	background: #f5f5f5;
	}
	.rendered_html tbody tr:hover {
	background: rgba(66, 165, 245, 0.2);
	}
	.rendered_html * + table {
	margin-top: 1em;
	}
	.rendered_html p {
	text-align: left;
	}
	.rendered_html * + p {
	margin-top: 1em;
	}
	.rendered_html img {
	display: block;
	margin-left: auto;
	margin-right: auto;
	}
	.rendered_html * + img {
	margin-top: 1em;
	}
	.rendered_html img,
	.rendered_html svg {
	max-width: 100%;
	height: auto;
	}
	.rendered_html img.unconfined,
	.rendered_html svg.unconfined {
	max-width: none;
	}
	.rendered_html .alert {
	margin-bottom: initial;
	}
	.rendered_html * + .alert {
	margin-top: 1em;
	}
	[dir="rtl"] .rendered_html p {
	text-align: right;
	}
	div.text_cell {
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	}
	@media (max-width: 540px) {
	div.text_cell > div.prompt {
	display: none;
	}
	}
	div.text_cell_render {
	/font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;/
	outline: none;
	resize: none;
	width: inherit;
	border-style: none;
	padding: 0.5em 0.5em 0.5em 0.4em;
	color: #000;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	}
	a.anchor-link:link {
	text-decoration: none;
	padding: 0px 20px;
	visibility: hidden;
	}
	h1:hover .anchor-link,
	h2:hover .anchor-link,
	h3:hover .anchor-link,
	h4:hover .anchor-link,
	h5:hover .anchor-link,
	h6:hover .anchor-link {
	visibility: visible;
	}
	.text_cell.rendered .input_area {
	display: none;
	}
	.text_cell.rendered .rendered_html {
	overflow-x: auto;
	overflow-y: hidden;
	}
	.text_cell.rendered .rendered_html tr,
	.text_cell.rendered .rendered_html th,
	.text_cell.rendered .rendered_html td {
	max-width: none;
	}
	.text_cell.unrendered .text_cell_render {
	display: none;
	}
	.text_cell .dropzone .input_area {
	border: 2px dashed #bababa;
	margin: -1px;
	}
	.cm-header-1,
	.cm-header-2,
	.cm-header-3,
	.cm-header-4,
	.cm-header-5,
	.cm-header-6 {
	font-weight: bold;
	font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
	}
	.cm-header-1 {
	font-size: 185.7%;
	}
	.cm-header-2 {
	font-size: 157.1%;
	}
	.cm-header-3 {
	font-size: 128.6%;
	}
	.cm-header-4 {
	font-size: 110%;
	}
	.cm-header-5 {
	font-size: 100%;
	font-style: italic;
	}
	.cm-header-6 {
	font-size: 100%;
	font-style: italic;
	}
	/*!
	*
	* IPython notebook webapp
	*
	*/
	@media (max-width: 767px) {
	.notebook_app {
	padding-left: 0px;
	padding-right: 0px;
	}
	}
	#ipython-main-app {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook_panel {
	margin: 0px;
	padding: 0px;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	height: 100%;
	}
	div#notebook {
	font-size: 14px;
	line-height: 20px;
	overflow-y: hidden;
	overflow-x: auto;
	width: 100%;
	/* This spaces the page away from the edge of the notebook area */
	padding-top: 20px;
	margin: 0px;
	outline: none;
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	min-height: 100%;
	}
	@media not print {
	#notebook-container {
	padding: 15px;
	background-color: #fff;
	min-height: 0;
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	}
	@media print {
	#notebook-container {
	width: 100%;
	}
	}
	div.ui-widget-content {
	border: 1px solid #ababab;
	outline: none;
	}
	pre.dialog {
	background-color: #f7f7f7;
	border: 1px solid #ddd;
	border-radius: 2px;
	padding: 0.4em;
	padding-left: 2em;
	}
	p.dialog {
	padding: 0.2em;
	}
	/* Word-wrap output correctly. This is the CSS3 spelling, though Firefox seems
	to not honor it correctly. Webkit browsers (Chrome, rekonq, Safari) do.
	*/
	pre,
	code,
	kbd,
	samp {
	white-space: pre-wrap;
	}
	#fonttest {
	font-family: monospace;
	}
	p {
	margin-bottom: 0;
	}
	.end_space {
	min-height: 100px;
	transition: height .2s ease;
	}
	.notebook_app > #header {
	-webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
	}
	@media not print {
	.notebook_app {
	background-color: #EEE;
	}
	}
	kbd {
	border-style: solid;
	border-width: 1px;
	box-shadow: none;
	margin: 2px;
	padding-left: 2px;
	padding-right: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	.jupyter-keybindings {
	padding: 1px;
	line-height: 24px;
	border-bottom: 1px solid gray;
	}
	.jupyter-keybindings input {
	margin: 0;
	padding: 0;
	border: none;
	}
	.jupyter-keybindings i {
	padding: 6px;
	}
	.well code {
	background-color: #ffffff;
	border-color: #ababab;
	border-width: 1px;
	border-style: solid;
	padding: 2px;
	padding-top: 1px;
	padding-bottom: 1px;
	}
	/* CSS for the cell toolbar */
	.celltoolbar {
	border: thin solid #CFCFCF;
	border-bottom: none;
	background: #EEE;
	border-radius: 2px 2px 0px 0px;
	width: 100%;
	height: 29px;
	padding-right: 4px;
	/* Old browsers */
	display: -webkit-box;
	-webkit-box-orient: horizontal;
	-webkit-box-align: stretch;
	display: -moz-box;
	-moz-box-orient: horizontal;
	-moz-box-align: stretch;
	display: box;
	box-orient: horizontal;
	box-align: stretch;
	/* Modern browsers */
	display: flex;
	flex-direction: row;
	align-items: stretch;
	/* Old browsers */
	-webkit-box-pack: end;
	-moz-box-pack: end;
	box-pack: end;
	/* Modern browsers */
	justify-content: flex-end;
	display: -webkit-flex;
	}
	@media print {
	.celltoolbar {
	display: none;
	}
	}
	.ctb_hideshow {
	display: none;
	vertical-align: bottom;
	}
	/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
	Cell toolbars are only shown when the ctb_global_show class is also set.
	*/
	.ctb_global_show .ctb_show.ctb_hideshow {
	display: block;
	}
	.ctb_global_show .ctb_show + .input_area,
	.ctb_global_show .ctb_show + div.text_cell_input,
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border-top-right-radius: 0px;
	border-top-left-radius: 0px;
	}
	.ctb_global_show .ctb_show ~ div.text_cell_render {
	border: 1px solid #cfcfcf;
	}
	.celltoolbar {
	font-size: 87%;
	padding-top: 3px;
	}
	.celltoolbar select {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	width: inherit;
	font-size: inherit;
	height: 22px;
	padding: 0px;
	display: inline-block;
	}
	.celltoolbar select:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.celltoolbar select::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.celltoolbar select:-ms-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-webkit-input-placeholder {
	color: #999;
	}
	.celltoolbar select::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.celltoolbar select[disabled],
	.celltoolbar select[readonly],
	fieldset[disabled] .celltoolbar select {
	background-color: #eeeeee;
	opacity: 1;
	}
	.celltoolbar select[disabled],
	fieldset[disabled] .celltoolbar select {
	cursor: not-allowed;
	}
	textarea.celltoolbar select {
	height: auto;
	}
	select.celltoolbar select {
	height: 30px;
	line-height: 30px;
	}
	textarea.celltoolbar select,
	select[multiple].celltoolbar select {
	height: auto;
	}
	.celltoolbar label {
	margin-left: 5px;
	margin-right: 5px;
	}
	.tags_button_container {
	width: 100%;
	display: flex;
	}
	.tag-container {
	display: flex;
	flex-direction: row;
	flex-grow: 1;
	overflow: hidden;
	position: relative;
	}
	.tag-container > * {
	margin: 0 4px;
	}
	.remove-tag-btn {
	margin-left: 4px;
	}
	.tags-input {
	display: flex;
	}
	.cell-tag:last-child:after {
	content: "";
	position: absolute;
	right: 0;
	width: 40px;
	height: 100%;
	/* Fade to background color of cell toolbar */
	background: linear-gradient(to right, rgba(0, 0, 0, 0), #EEE);
	}
	.tags-input > * {
	margin-left: 4px;
	}
	.cell-tag,
	.tags-input input,
	.tags-input button {
	display: block;
	width: 100%;
	height: 32px;
	padding: 6px 12px;
	font-size: 13px;
	line-height: 1.42857143;
	color: #555555;
	background-color: #fff;
	background-image: none;
	border: 1px solid #ccc;
	border-radius: 2px;
	-webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
	-webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	-o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
	height: 30px;
	padding: 5px 10px;
	font-size: 12px;
	line-height: 1.5;
	border-radius: 1px;
	box-shadow: none;
	width: inherit;
	font-size: inherit;
	height: 22px;
	line-height: 22px;
	padding: 0px 4px;
	display: inline-block;
	}
	.cell-tag:focus,
	.tags-input input:focus,
	.tags-input button:focus {
	border-color: #66afe9;
	outline: 0;
	-webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
	}
	.cell-tag::-moz-placeholder,
	.tags-input input::-moz-placeholder,
	.tags-input button::-moz-placeholder {
	color: #999;
	opacity: 1;
	}
	.cell-tag:-ms-input-placeholder,
	.tags-input input:-ms-input-placeholder,
	.tags-input button:-ms-input-placeholder {
	color: #999;
	}
	.cell-tag::-webkit-input-placeholder,
	.tags-input input::-webkit-input-placeholder,
	.tags-input button::-webkit-input-placeholder {
	color: #999;
	}
	.cell-tag::-ms-expand,
	.tags-input input::-ms-expand,
	.tags-input button::-ms-expand {
	border: 0;
	background-color: transparent;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	.cell-tag[readonly],
	.tags-input input[readonly],
	.tags-input button[readonly],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	background-color: #eeeeee;
	opacity: 1;
	}
	.cell-tag[disabled],
	.tags-input input[disabled],
	.tags-input button[disabled],
	fieldset[disabled] .cell-tag,
	fieldset[disabled] .tags-input input,
	fieldset[disabled] .tags-input button {
	cursor: not-allowed;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button {
	height: auto;
	}
	select.cell-tag,
	select.tags-input input,
	select.tags-input button {
	height: 30px;
	line-height: 30px;
	}
	textarea.cell-tag,
	textarea.tags-input input,
	textarea.tags-input button,
	select[multiple].cell-tag,
	select[multiple].tags-input input,
	select[multiple].tags-input button {
	height: auto;
	}
	.cell-tag,
	.tags-input button {
	padding: 0px 4px;
	}
	.cell-tag {
	background-color: #fff;
	white-space: nowrap;
	}
	.tags-input input[type=text]:focus {
	outline: none;
	box-shadow: none;
	border-color: #ccc;
	}
	.completions {
	position: absolute;
	z-index: 110;
	overflow: hidden;
	border: 1px solid #ababab;
	border-radius: 2px;
	-webkit-box-shadow: 0px 6px 10px -1px #adadad;
	box-shadow: 0px 6px 10px -1px #adadad;
	line-height: 1;
	}
	.completions select {
	background: white;
	outline: none;
	border: none;
	padding: 0px;
	margin: 0px;
	overflow: auto;
	font-family: monospace;
	font-size: 110%;
	color: #000;
	width: auto;
	}
	.completions select option.context {
	color: #286090;
	}
	#kernel_logo_widget .current_kernel_logo {
	display: none;
	margin-top: -1px;
	margin-bottom: -1px;
	width: 32px;
	height: 32px;
	}
	[dir="rtl"] #kernel_logo_widget {
	float: left !important;
	float: left;
	}
	.modal .modal-body .move-path {
	display: flex;
	flex-direction: row;
	justify-content: space;
	align-items: center;
	}
	.modal .modal-body .move-path .server-root {
	padding-right: 20px;
	}
	.modal .modal-body .move-path .path-input {
	flex: 1;
	}
	#menubar {
	box-sizing: border-box;
	-moz-box-sizing: border-box;
	-webkit-box-sizing: border-box;
	margin-top: 1px;
	}
	#menubar .navbar {
	border-top: 1px;
	border-radius: 0px 0px 2px 2px;
	margin-bottom: 0px;
	}
	#menubar .navbar-toggle {
	float: left;
	padding-top: 7px;
	padding-bottom: 7px;
	border: none;
	}
	#menubar .navbar-collapse {
	clear: left;
	}
	[dir="rtl"] #menubar .navbar-toggle {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-collapse {
	clear: right;
	}
	[dir="rtl"] #menubar .navbar-nav {
	float: right;
	}
	[dir="rtl"] #menubar .nav {
	padding-right: 0px;
	}
	[dir="rtl"] #menubar .navbar-nav > li {
	float: right;
	}
	[dir="rtl"] #menubar .navbar-right {
	float: left !important;
	}
	[dir="rtl"] ul.dropdown-menu {
	text-align: right;
	left: auto;
	}
	[dir="rtl"] ul#new-menu.dropdown-menu {
	right: auto;
	left: 0;
	}
	.nav-wrapper {
	border-bottom: 1px solid #e7e7e7;
	}
	i.menu-icon {
	padding-top: 4px;
	}
	[dir="rtl"] i.menu-icon.pull-right {
	float: left !important;
	float: left;
	}
	ul#help_menu li a {
	overflow: hidden;
	padding-right: 2.2em;
	}
	ul#help_menu li a i {
	margin-right: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a {
	padding-left: 2.2em;
	}
	[dir="rtl"] ul#help_menu li a i {
	margin-right: 0;
	margin-left: -1.2em;
	}
	[dir="rtl"] ul#help_menu li a i.pull-right {
	float: left !important;
	float: left;
	}
	.dropdown-submenu {
	position: relative;
	}
	.dropdown-submenu > .dropdown-menu {
	top: 0;
	left: 100%;
	margin-top: -6px;
	margin-left: -1px;
	}
	[dir="rtl"] .dropdown-submenu > .dropdown-menu {
	right: 100%;
	margin-right: -1px;
	}
	.dropdown-submenu:hover > .dropdown-menu {
	display: block;
	}
	.dropdown-submenu > a:after {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	display: block;
	content: "\f0da";
	float: right;
	color: #333333;
	margin-top: 2px;
	margin-right: -10px;
	}
	.dropdown-submenu > a:after.fa-pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.fa-pull-right {
	margin-left: .3em;
	}
	.dropdown-submenu > a:after.pull-left {
	margin-right: .3em;
	}
	.dropdown-submenu > a:after.pull-right {
	margin-left: .3em;
	}
	[dir="rtl"] .dropdown-submenu > a:after {
	float: left;
	content: "\f0d9";
	margin-right: 0;
	margin-left: -10px;
	}
	.dropdown-submenu:hover > a:after {
	color: #262626;
	}
	.dropdown-submenu.pull-left {
	float: none;
	}
	.dropdown-submenu.pull-left > .dropdown-menu {
	left: -100%;
	margin-left: 10px;
	}
	#notification_area {
	float: right !important;
	float: right;
	z-index: 10;
	}
	[dir="rtl"] #notification_area {
	float: left !important;
	float: left;
	}
	.indicator_area {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] .indicator_area {
	float: left !important;
	float: left;
	}
	#kernel_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	border-left: 1px solid;
	}
	#kernel_indicator .kernel_indicator_name {
	padding-left: 5px;
	padding-right: 5px;
	}
	[dir="rtl"] #kernel_indicator {
	float: left !important;
	float: left;
	border-left: 0;
	border-right: 1px solid;
	}
	#modal_indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	}
	[dir="rtl"] #modal_indicator {
	float: left !important;
	float: left;
	}
	#readonly-indicator {
	float: right !important;
	float: right;
	color: #777;
	margin-left: 5px;
	margin-right: 5px;
	width: 11px;
	z-index: 10;
	text-align: center;
	width: auto;
	margin-top: 2px;
	margin-bottom: 0px;
	margin-left: 0px;
	margin-right: 0px;
	display: none;
	}
	.modal_indicator:before {
	width: 1.28571429em;
	text-align: center;
	}
	.edit_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f040";
	}
	.edit_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.edit_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.edit_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: ' ';
	}
	.command_mode .modal_indicator:before.fa-pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.fa-pull-right {
	margin-left: .3em;
	}
	.command_mode .modal_indicator:before.pull-left {
	margin-right: .3em;
	}
	.command_mode .modal_indicator:before.pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f10c";
	}
	.kernel_idle_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_idle_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_idle_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f111";
	}
	.kernel_busy_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_busy_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_busy_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f1e2";
	}
	.kernel_dead_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_dead_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_dead_icon:before.pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before {
	display: inline-block;
	font: normal normal normal 14px/1 FontAwesome;
	font-size: inherit;
	text-rendering: auto;
	-webkit-font-smoothing: antialiased;
	-moz-osx-font-smoothing: grayscale;
	content: "\f127";
	}
	.kernel_disconnected_icon:before.fa-pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.fa-pull-right {
	margin-left: .3em;
	}
	.kernel_disconnected_icon:before.pull-left {
	margin-right: .3em;
	}
	.kernel_disconnected_icon:before.pull-right {
	margin-left: .3em;
	}
	.notification_widget {
	color: #777;
	z-index: 10;
	background: rgba(240, 240, 240, 0.5);
	margin-right: 4px;
	color: #333;
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget:focus,
	.notification_widget.focus {
	color: #333;
	background-color: #e6e6e6;
	border-color: #8c8c8c;
	}
	.notification_widget:hover {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	color: #333;
	background-color: #e6e6e6;
	border-color: #adadad;
	}
	.notification_widget:active:hover,
	.notification_widget.active:hover,
	.open > .dropdown-toggle.notification_widget:hover,
	.notification_widget:active:focus,
	.notification_widget.active:focus,
	.open > .dropdown-toggle.notification_widget:focus,
	.notification_widget:active.focus,
	.notification_widget.active.focus,
	.open > .dropdown-toggle.notification_widget.focus {
	color: #333;
	background-color: #d4d4d4;
	border-color: #8c8c8c;
	}
	.notification_widget:active,
	.notification_widget.active,
	.open > .dropdown-toggle.notification_widget {
	background-image: none;
	}
	.notification_widget.disabled:hover,
	.notification_widget[disabled]:hover,
	fieldset[disabled] .notification_widget:hover,
	.notification_widget.disabled:focus,
	.notification_widget[disabled]:focus,
	fieldset[disabled] .notification_widget:focus,
	.notification_widget.disabled.focus,
	.notification_widget[disabled].focus,
	fieldset[disabled] .notification_widget.focus {
	background-color: #fff;
	border-color: #ccc;
	}
	.notification_widget .badge {
	color: #fff;
	background-color: #333;
	}
	.notification_widget.warning {
	color: #fff;
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning:focus,
	.notification_widget.warning.focus {
	color: #fff;
	background-color: #ec971f;
	border-color: #985f0d;
	}
	.notification_widget.warning:hover {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	color: #fff;
	background-color: #ec971f;
	border-color: #d58512;
	}
	.notification_widget.warning:active:hover,
	.notification_widget.warning.active:hover,
	.open > .dropdown-toggle.notification_widget.warning:hover,
	.notification_widget.warning:active:focus,
	.notification_widget.warning.active:focus,
	.open > .dropdown-toggle.notification_widget.warning:focus,
	.notification_widget.warning:active.focus,
	.notification_widget.warning.active.focus,
	.open > .dropdown-toggle.notification_widget.warning.focus {
	color: #fff;
	background-color: #d58512;
	border-color: #985f0d;
	}
	.notification_widget.warning:active,
	.notification_widget.warning.active,
	.open > .dropdown-toggle.notification_widget.warning {
	background-image: none;
	}
	.notification_widget.warning.disabled:hover,
	.notification_widget.warning[disabled]:hover,
	fieldset[disabled] .notification_widget.warning:hover,
	.notification_widget.warning.disabled:focus,
	.notification_widget.warning[disabled]:focus,
	fieldset[disabled] .notification_widget.warning:focus,
	.notification_widget.warning.disabled.focus,
	.notification_widget.warning[disabled].focus,
	fieldset[disabled] .notification_widget.warning.focus {
	background-color: #f0ad4e;
	border-color: #eea236;
	}
	.notification_widget.warning .badge {
	color: #f0ad4e;
	background-color: #fff;
	}
	.notification_widget.success {
	color: #fff;
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success:focus,
	.notification_widget.success.focus {
	color: #fff;
	background-color: #449d44;
	border-color: #255625;
	}
	.notification_widget.success:hover {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	color: #fff;
	background-color: #449d44;
	border-color: #398439;
	}
	.notification_widget.success:active:hover,
	.notification_widget.success.active:hover,
	.open > .dropdown-toggle.notification_widget.success:hover,
	.notification_widget.success:active:focus,
	.notification_widget.success.active:focus,
	.open > .dropdown-toggle.notification_widget.success:focus,
	.notification_widget.success:active.focus,
	.notification_widget.success.active.focus,
	.open > .dropdown-toggle.notification_widget.success.focus {
	color: #fff;
	background-color: #398439;
	border-color: #255625;
	}
	.notification_widget.success:active,
	.notification_widget.success.active,
	.open > .dropdown-toggle.notification_widget.success {
	background-image: none;
	}
	.notification_widget.success.disabled:hover,
	.notification_widget.success[disabled]:hover,
	fieldset[disabled] .notification_widget.success:hover,
	.notification_widget.success.disabled:focus,
	.notification_widget.success[disabled]:focus,
	fieldset[disabled] .notification_widget.success:focus,
	.notification_widget.success.disabled.focus,
	.notification_widget.success[disabled].focus,
	fieldset[disabled] .notification_widget.success.focus {
	background-color: #5cb85c;
	border-color: #4cae4c;
	}
	.notification_widget.success .badge {
	color: #5cb85c;
	background-color: #fff;
	}
	.notification_widget.info {
	color: #fff;
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info:focus,
	.notification_widget.info.focus {
	color: #fff;
	background-color: #31b0d5;
	border-color: #1b6d85;
	}
	.notification_widget.info:hover {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	color: #fff;
	background-color: #31b0d5;
	border-color: #269abc;
	}
	.notification_widget.info:active:hover,
	.notification_widget.info.active:hover,
	.open > .dropdown-toggle.notification_widget.info:hover,
	.notification_widget.info:active:focus,
	.notification_widget.info.active:focus,
	.open > .dropdown-toggle.notification_widget.info:focus,
	.notification_widget.info:active.focus,
	.notification_widget.info.active.focus,
	.open > .dropdown-toggle.notification_widget.info.focus {
	color: #fff;
	background-color: #269abc;
	border-color: #1b6d85;
	}
	.notification_widget.info:active,
	.notification_widget.info.active,
	.open > .dropdown-toggle.notification_widget.info {
	background-image: none;
	}
	.notification_widget.info.disabled:hover,
	.notification_widget.info[disabled]:hover,
	fieldset[disabled] .notification_widget.info:hover,
	.notification_widget.info.disabled:focus,
	.notification_widget.info[disabled]:focus,
	fieldset[disabled] .notification_widget.info:focus,
	.notification_widget.info.disabled.focus,
	.notification_widget.info[disabled].focus,
	fieldset[disabled] .notification_widget.info.focus {
	background-color: #5bc0de;
	border-color: #46b8da;
	}
	.notification_widget.info .badge {
	color: #5bc0de;
	background-color: #fff;
	}
	.notification_widget.danger {
	color: #fff;
	background-color: #d9534f;
	border-color: #d43f3a;
	}
	.notification_widget.danger:focus,
	.notification_widget.danger.focus {
	color: #fff;
	background-color: #c9302c;
	border-color: #761c19;
	}
	.notification_widget.danger:hover {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	color: #fff;
	background-color: #c9302c;
	border-color: #ac2925;
	}
	.notification_widget.danger:active:hover,
	.notification_widget.danger.active:hover,
	.open > .dropdown-toggle.notification_widget.danger:hover,
	.notification_widget.danger:active:focus,
	.notification_widget.danger.active:focus,
	.open > .dropdown-toggle.notification_widget.danger:focus,
	.notification_widget.danger:active.focus,
	.notification_widget.danger.active.focus,
	.open > .dropdown-toggle.notification_widget.danger.focus {
	color: #fff;
	background-color: #ac2925;
	border-color: #761c19;
	}
	.notification_widget.danger:active,
	.notification_widget.danger.active,
	.open > .dropdown-toggle.notification_widget.danger {
	background-image: none;
	}
	.notification_widget.danger.disabled:hover,
	.notification_widget.danger[disabled]:hover,
	fieldset[disabled] .notification_widget.danger:hover,
	.notification_widget.danger.disabled:focus,
	.notification_widget.danger[disabled]:focus,
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	<h3 id="Logistic-Regression">Logistic Regression<a class="anchor-link" href="#Logistic-Regression">¶</a></h3><div class='alert alert-info'>
	Background infomation
	</div><p>Logistic Regression is a Machine Learning classification algorithm that is used to predict the probability of a categorical dependent variable.
	In logistic regression, the dependent variable is a binary variable that contains data coded as 1 (yes, success, etc.) or 0 (no, failure, etc.).
	In other words, the logistic regression model predicts P(Y=1) as a function of X.</p>
	<div class="alert alert-info">
	Objective
	</div><h3 id="Predict-Breast-Cancer">Predict Breast Cancer<a class="anchor-link" href="#Predict-Breast-Cancer">¶</a></h3><p>Predict the class of breast cancer (malignant or ‘bad’ versus benign or ‘good’) from the features of images taken from breast samples. Ten biological attributes of the cancer cell nuclei have been calculated.</p>
	<div class='alert alert-info'>
	Content
	</div><h4 id="1.-Data-Preprocessing-part-1">1. Data Preprocessing part 1<a class="anchor-link" href="#1.-Data-Preprocessing-part-1">¶</a></h4>
	<pre><code>- Inspecting Data frame
	- Handling duplicated rows
	- Handling the object values

	</code></pre>
	<h4 id="2.-Preprocessing-the-data-Part2">2. Preprocessing the data Part2<a class="anchor-link" href="#2.-Preprocessing-the-data-Part2">¶</a></h4><h4 id="3.-Correlation-and-p-value-analysis">3. Correlation and p-value analysis<a class="anchor-link" href="#3.-Correlation-and-p-value-analysis">¶</a></h4>
	<pre><code>- Hypothesis Testing

	</code></pre>
	<h4 id="4.-Splitting-the-dataset-into-train-and-test-sets">4. Splitting the dataset into train and test sets<a class="anchor-link" href="#4.-Splitting-the-dataset-into-train-and-test-sets">¶</a></h4><h4 id="5.-Fitting-a-logistic-regression-model-to-the-train-set">5. Fitting a logistic regression model to the train set<a class="anchor-link" href="#5.-Fitting-a-logistic-regression-model-to-the-train-set">¶</a></h4><h4 id="6.-Making-predictions-and-evaluating-performance">6. Making predictions and evaluating performance<a class="anchor-link" href="#6.-Making-predictions-and-evaluating-performance">¶</a></h4>
	<pre><code>- Confusion matrix
	- Classification report
	- Receiver Operating Characteristic (ROC)

	</code></pre>
	<h4 id="7.-Overdispersion">7. Overdispersion<a class="anchor-link" href="#7.-Overdispersion">¶</a></h4><h4 id="8.-References">8. References<a class="anchor-link" href="#8.-References">¶</a></h4><div class='alert alert-info'>
	Lets dive into it!!
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	<h2 id="1.-Data-Preprocessing-part-1">1. Data Preprocessing part 1<a class="anchor-link" href="#1.-Data-Preprocessing-part-1">¶</a></h2><p>Technique that involves transforming raw data into an understandable format</p>

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	<div class="prompt input_prompt">In [1]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Import pandas</span>
	<span class="kn">import</span> <span class="nn">pandas</span> <span class="k">as</span> <span class="nn">pd</span>

	<span class="c1"># Load dataset</span>
	<span class="n">df</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="s1">'data/cancer.data'</span><span class="p">,</span> <span class="n">header</span> <span class="o">=</span> <span class="kc">None</span><span class="p">)</span>

	<span class="c1"># Inspect first five rows of dataframe</span>
	<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
	</pre></div>

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	<div class="prompt output_prompt">Out[1]:</div>



	<div class="output_html rendered_html output_subarea output_execute_result">
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	<style scoped>
	.dataframe tbody tr th:only-of-type {
	vertical-align: middle;
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	text-align: right;
	}
	</style>
	<table border="1" class="dataframe">
	<thead>
	<tr style="text-align: right;">
	<th></th>
	<th>0</th>
	<th>1</th>
	<th>2</th>
	<th>3</th>
	<th>4</th>
	<th>5</th>
	<th>6</th>
	<th>7</th>
	<th>8</th>
	<th>9</th>
	<th>10</th>
	</tr>
	</thead>
	<tbody>
	<tr>
	<th>0</th>
	<td>1000025</td>
	<td>5</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	</tr>
	<tr>
	<th>1</th>
	<td>1002945</td>
	<td>5</td>
	<td>4</td>
	<td>4</td>
	<td>5</td>
	<td>7</td>
	<td>10</td>
	<td>3</td>
	<td>2</td>
	<td>1</td>
	<td>2</td>
	</tr>
	<tr>
	<th>2</th>
	<td>1015425</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>2</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	</tr>
	<tr>
	<th>3</th>
	<td>1016277</td>
	<td>6</td>
	<td>8</td>
	<td>8</td>
	<td>1</td>
	<td>3</td>
	<td>4</td>
	<td>3</td>
	<td>7</td>
	<td>1</td>
	<td>2</td>
	</tr>
	<tr>
	<th>4</th>
	<td>1017023</td>
	<td>4</td>
	<td>1</td>
	<td>1</td>
	<td>3</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	</tr>
	</tbody>
	</table>
	</div>
	</div>

	</div>

	</div>
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	</div>
	<div class="cell border-box-sizing code_cell rendered">
	<div class="input">
	<div class="prompt input_prompt">In [2]:</div>
	<div class="inner_cell">
	<div class="input_area">
	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># rename columns</span>
	<span class="n">df</span><span class="o">.</span><span class="n">rename</span><span class="p">(</span><span class="n">columns</span> <span class="o">=</span> <span class="p">{</span><span class="mi">0</span> <span class="p">:</span><span class="s1">'ID'</span><span class="p">,</span> <span class="mi">1</span> <span class="p">:</span><span class="s1">'Clump Thickness'</span><span class="p">,</span> <span class="mi">2</span><span class="p">:</span> <span class="s1">'Uniformity of Cell Size'</span><span class="p">,</span>
	<span class="mi">3</span><span class="p">:</span><span class="s1">'Uniformity of Cell Shape'</span><span class="p">,</span> <span class="mi">4</span><span class="p">:</span><span class="s1">'Marginal Adhesion'</span><span class="p">,</span> <span class="mi">5</span><span class="p">:</span> <span class="s1">'Single Epithelial Cell Size'</span><span class="p">,</span>
	<span class="mi">6</span><span class="p">:</span><span class="s1">'Bare Nuclei'</span><span class="p">,</span> <span class="mi">7</span><span class="p">:</span><span class="s1">'Bland Chromatin'</span><span class="p">,</span> <span class="mi">8</span><span class="p">:</span><span class="s1">'Normal Nucleoli'</span><span class="p">,</span>
	<span class="mi">9</span><span class="p">:</span><span class="s1">'Mitoses'</span><span class="p">,</span> <span class="mi">10</span><span class="p">:</span><span class="s1">'Class'</span><span class="p">},</span> <span class="n">inplace</span> <span class="o">=</span> <span class="kc">True</span><span class="p">)</span>

	<span class="c1"># Converting Class entries to binary</span>
	<span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">]</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">]</span><span class="o">.</span><span class="n">replace</span><span class="p">([</span><span class="mi">2</span><span class="p">,</span><span class="mi">4</span><span class="p">],</span> <span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">])</span>

	<span class="n">df</span><span class="o">.</span><span class="n">head</span><span class="p">()</span>
	</pre></div>

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	.dataframe tbody tr th:only-of-type {
	vertical-align: middle;
	}

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	text-align: right;
	}
	</style>
	<table border="1" class="dataframe">
	<thead>
	<tr style="text-align: right;">
	<th></th>
	<th>ID</th>
	<th>Clump Thickness</th>
	<th>Uniformity of Cell Size</th>
	<th>Uniformity of Cell Shape</th>
	<th>Marginal Adhesion</th>
	<th>Single Epithelial Cell Size</th>
	<th>Bare Nuclei</th>
	<th>Bland Chromatin</th>
	<th>Normal Nucleoli</th>
	<th>Mitoses</th>
	<th>Class</th>
	</tr>
	</thead>
	<tbody>
	<tr>
	<th>0</th>
	<td>1000025</td>
	<td>5</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>1</th>
	<td>1002945</td>
	<td>5</td>
	<td>4</td>
	<td>4</td>
	<td>5</td>
	<td>7</td>
	<td>10</td>
	<td>3</td>
	<td>2</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>2</th>
	<td>1015425</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>2</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>3</th>
	<td>1016277</td>
	<td>6</td>
	<td>8</td>
	<td>8</td>
	<td>1</td>
	<td>3</td>
	<td>4</td>
	<td>3</td>
	<td>7</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>4</th>
	<td>1017023</td>
	<td>4</td>
	<td>1</td>
	<td>1</td>
	<td>3</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	</tbody>
	</table>
	</div>
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	<h3 id="Inspecting-Data-frame">Inspecting Data frame<a class="anchor-link" href="#Inspecting-Data-frame">¶</a></h3>
	</div>
	</div>
	</div>
	<div class="cell border-box-sizing code_cell rendered">
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	<div class="prompt input_prompt">In [3]:</div>
	<div class="inner_cell">
	<div class="input_area">
	<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">pandas_profiling</span> <span class="k">import</span> <span class="n">ProfileReport</span>
	<span class="c1">#----------------------------------------------------------------------------------------------------------</span>

	<span class="n">profile</span> <span class="o">=</span> <span class="n">ProfileReport</span><span class="p">(</span><span class="n">df</span><span class="p">,</span> <span class="n">title</span><span class="o">=</span><span class="s1">'Pandas Profiling Report'</span><span class="p">,</span> <span class="n">html</span><span class="o">=</span><span class="p">{</span><span class="s1">'style'</span><span class="p">:{</span><span class="s1">'full_width'</span><span class="p">:</span><span class="kc">True</span><span class="p">}})</span>

	<span class="c1">#Saving profile report into an html file titled dataset_report</span>
	<span class="n">profile</span><span class="o">.</span><span class="n">to_file</span><span class="p">(</span><span class="n">output_file</span><span class="o">=</span><span class="s2">"dataset_report.html"</span><span class="p">)</span>
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	<div class="text_cell_render border-box-sizing rendered_html">
	<h3 id="Profile-Report-Overview">Profile Report Overview<a class="anchor-link" href="#Profile-Report-Overview">¶</a></h3><h5 id="Dataset-statistics">Dataset statistics<a class="anchor-link" href="#Dataset-statistics">¶</a></h5><ul>
	<li>Number of variables------------ 11</li>
	<li>Number of observations--------- 699</li>
	<li>Missing cells------------------ 0</li>
	<li>Missing cells(%)--------------- 0.0%</li>
	<li>Total size in memory----------- 98.8 KiB</li>
	<li>Average record size in memory-- 144.7 B</li>
	<li>Data types : int(10) and object(1)</li>
	</ul>
	<h5 id="Warnings">Warnings<a class="anchor-link" href="#Warnings">¶</a></h5><ul>
	<li>Dataset has 8 (1.1%) duplicate rows</li>
	<li>Uniformity of Cell Shape is highly correlated with Uniformity of Cell Size</li>
	</ul>

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	<h3 id="Handling-duplicated-rows">Handling duplicated rows<a class="anchor-link" href="#Handling-duplicated-rows">¶</a></h3>
	</div>
	</div>
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	<div class="cell border-box-sizing code_cell rendered">
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	<div class="prompt input_prompt">In [4]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#visualizing duplicated rows</span>

	<span class="n">duplicates</span> <span class="o">=</span> <span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()]</span>
	<span class="n">duplicates</span>
	</pre></div>

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	<div class="output_html rendered_html output_subarea output_execute_result">
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	<style scoped>
	.dataframe tbody tr th:only-of-type {
	vertical-align: middle;
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	text-align: right;
	}
	</style>
	<table border="1" class="dataframe">
	<thead>
	<tr style="text-align: right;">
	<th></th>
	<th>ID</th>
	<th>Clump Thickness</th>
	<th>Uniformity of Cell Size</th>
	<th>Uniformity of Cell Shape</th>
	<th>Marginal Adhesion</th>
	<th>Single Epithelial Cell Size</th>
	<th>Bare Nuclei</th>
	<th>Bland Chromatin</th>
	<th>Normal Nucleoli</th>
	<th>Mitoses</th>
	<th>Class</th>
	</tr>
	</thead>
	<tbody>
	<tr>
	<th>208</th>
	<td>1218860</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>253</th>
	<td>1100524</td>
	<td>6</td>
	<td>10</td>
	<td>10</td>
	<td>2</td>
	<td>8</td>
	<td>10</td>
	<td>7</td>
	<td>3</td>
	<td>3</td>
	<td>0</td>
	</tr>
	<tr>
	<th>254</th>
	<td>1116116</td>
	<td>9</td>
	<td>10</td>
	<td>10</td>
	<td>1</td>
	<td>10</td>
	<td>8</td>
	<td>3</td>
	<td>3</td>
	<td>1</td>
	<td>0</td>
	</tr>
	<tr>
	<th>258</th>
	<td>1198641</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>272</th>
	<td>320675</td>
	<td>3</td>
	<td>3</td>
	<td>5</td>
	<td>2</td>
	<td>3</td>
	<td>10</td>
	<td>7</td>
	<td>1</td>
	<td>1</td>
	<td>0</td>
	</tr>
	<tr>
	<th>338</th>
	<td>704097</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>561</th>
	<td>1321942</td>
	<td>5</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	<tr>
	<th>684</th>
	<td>466906</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
	</tbody>
	</table>
	</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="p">[</span><span class="s1">'ID'</span><span class="p">]</span> <span class="o">==</span> <span class="mi">1198641</span><span class="p">]</span>
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	<th></th>
	<th>ID</th>
	<th>Clump Thickness</th>
	<th>Uniformity of Cell Size</th>
	<th>Uniformity of Cell Shape</th>
	<th>Marginal Adhesion</th>
	<th>Single Epithelial Cell Size</th>
	<th>Bare Nuclei</th>
	<th>Bland Chromatin</th>
	<th>Normal Nucleoli</th>
	<th>Mitoses</th>
	<th>Class</th>
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	<th>168</th>
	<td>1198641</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
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	<th>258</th>
	<td>1198641</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	<td>2</td>
	<td>1</td>
	<td>3</td>
	<td>1</td>
	<td>1</td>
	<td>1</td>
	</tr>
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	<th>266</th>
	<td>1198641</td>
	<td>10</td>
	<td>10</td>
	<td>6</td>
	<td>3</td>
	<td>3</td>
	<td>10</td>
	<td>4</td>
	<td>3</td>
	<td>2</td>
	<td>0</td>
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	<ul>
	<li>There are three accounts of the same ID (1198641) , however only two rows of the ID is duplicated</li>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#dropping duplicates from the dataframe df</span>
	<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">drop_duplicates</span><span class="p">()</span>

	<span class="c1">#checking if the duplicated rows were dropped</span>
	<span class="n">len_duplicates</span> <span class="o">=</span> <span class="nb">len</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">df</span><span class="o">.</span><span class="n">duplicated</span><span class="p">()])</span>

	<span class="nb">print</span><span class="p">(</span><span class="s1">'There are a total of </span><span class="si">{0}</span><span class="s1"> duplicated rows in the dataframe df'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">len_duplicates</span><span class="p">))</span>
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	<pre>There are a total of 0 duplicated rows in the dataframe df
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	<h3 id="Handling-the-object-values">Handling the object values<a class="anchor-link" href="#Handling-the-object-values">¶</a></h3>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="p">[</span><span class="s1">'Bare Nuclei'</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span>
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	<pre>1 397
	10 130
	2 30
	5 30
	3 28
	8 20
	4 19
	? 16
	9 9
	7 8
	6 4
	Name: Bare Nuclei, dtype: int64</pre>
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	<li>value of ? occurs 16 times in the Bare Nuclei column</li>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#Import numpy</span>
	<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
	<span class="c1">#------------------------------</span>

	<span class="c1">#replace object with nan</span>
	<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">replace</span><span class="p">(</span><span class="s1">'?'</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">)</span>

	<span class="c1">#display changes</span>
	<span class="n">df</span><span class="p">[</span><span class="s1">'Bare Nuclei'</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
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	<pre>array(['1', '10', '2', '4', '3', '9', '7', nan, '5', '8', '6'],
	dtype=object)</pre>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Iterate over each column of df</span>
	<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">df</span><span class="o">.</span><span class="n">columns</span><span class="p">:</span>
	<span class="c1"># Check if the column is of object type</span>
	<span class="k">if</span> <span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">dtypes</span> <span class="o">==</span> <span class="s1">'object'</span><span class="p">:</span>
	<span class="c1"># Impute with the most frequent value</span>
	<span class="n">df</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">value_counts</span><span class="p">()</span><span class="o">.</span><span class="n">index</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># statistics summary</span>

	<span class="n">df</span><span class="o">.</span><span class="n">describe</span><span class="p">()</span>
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	<th></th>
	<th>ID</th>
	<th>Clump Thickness</th>
	<th>Uniformity of Cell Size</th>
	<th>Uniformity of Cell Shape</th>
	<th>Marginal Adhesion</th>
	<th>Single Epithelial Cell Size</th>
	<th>Bland Chromatin</th>
	<th>Normal Nucleoli</th>
	<th>Mitoses</th>
	<th>Class</th>
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	<th>count</th>
	<td>6.910000e+02</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	<td>691.000000</td>
	</tr>
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	<th>mean</th>
	<td>1.073333e+06</td>
	<td>4.426918</td>
	<td>3.130246</td>
	<td>3.201158</td>
	<td>2.824891</td>
	<td>3.211288</td>
	<td>3.435601</td>
	<td>2.882779</td>
	<td>1.593343</td>
	<td>0.655572</td>
	</tr>
	<tr>
	<th>std</th>
	<td>6.192953e+05</td>
	<td>2.815861</td>
	<td>3.041328</td>
	<td>2.959886</td>
	<td>2.866552</td>
	<td>2.199852</td>
	<td>2.442345</td>
	<td>3.066298</td>
	<td>1.723129</td>
	<td>0.475526</td>
	</tr>
	<tr>
	<th>min</th>
	<td>6.163400e+04</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>0.000000</td>
	</tr>
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	<th>25%</th>
	<td>8.725490e+05</td>
	<td>2.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>2.000000</td>
	<td>2.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>0.000000</td>
	</tr>
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	<th>50%</th>
	<td>1.171710e+06</td>
	<td>4.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>2.000000</td>
	<td>3.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	</tr>
	<tr>
	<th>75%</th>
	<td>1.238437e+06</td>
	<td>6.000000</td>
	<td>5.000000</td>
	<td>5.000000</td>
	<td>4.000000</td>
	<td>4.000000</td>
	<td>5.000000</td>
	<td>4.000000</td>
	<td>1.000000</td>
	<td>1.000000</td>
	</tr>
	<tr>
	<th>max</th>
	<td>1.345435e+07</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>10.000000</td>
	<td>1.000000</td>
	</tr>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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	<pre>ID int64
	Clump Thickness int64
	Uniformity of Cell Size int64
	Uniformity of Cell Shape int64
	Marginal Adhesion int64
	Single Epithelial Cell Size int64
	Bare Nuclei object
	Bland Chromatin int64
	Normal Nucleoli int64
	Mitoses int64
	Class int64
	dtype: object</pre>
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	<ul>
	<li>The dataset information above shows that the data set still has an object type even though the object values where imputed with numerical values</li>
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	<h2 id="2.-Preprocessing-the-data-Part2">2. Preprocessing the data Part2<a class="anchor-link" href="#2.-Preprocessing-the-data-Part2">¶</a></h2><ul>
	<li>Convert the non-numeric data into numeric.</li>
	<li>Split the data into train and test sets.</li>
	<li>Scale the feature values to a uniform range.</li>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import LabelEncoder</span>
	<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">LabelEncoder</span>

	<span class="c1"># Instantiate LabelEncoder</span>
	<span class="n">le</span> <span class="o">=</span> <span class="n">LabelEncoder</span><span class="p">()</span>

	<span class="c1"># Iterate over all the values of each column and extract their dtypes</span>
	<span class="k">for</span> <span class="n">col</span> <span class="ow">in</span> <span class="n">df</span><span class="p">:</span>
	<span class="c1"># Compare if the dtype is object</span>
	<span class="k">if</span> <span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">.</span><span class="n">dtypes</span> <span class="o">==</span><span class="s1">'object'</span><span class="p">:</span>
	<span class="c1"># Use LabelEncoder to do the numeric transformation</span>
	<span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">]</span><span class="o">=</span><span class="n">le</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="n">col</span><span class="p">])</span>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">df</span><span class="o">.</span><span class="n">dtypes</span>
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	<pre>ID int64
	Clump Thickness int64
	Uniformity of Cell Size int64
	Uniformity of Cell Shape int64
	Marginal Adhesion int64
	Single Epithelial Cell Size int64
	Bare Nuclei int64
	Bland Chromatin int64
	Normal Nucleoli int64
	Mitoses int64
	Class int64
	dtype: object</pre>
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	<li>At last the dataset has intigers as data type</li>
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	<h2 id="3.-Correlation-and-p-value-analysis">3. Correlation and p-value analysis<a class="anchor-link" href="#3.-Correlation-and-p-value-analysis">¶</a></h2>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">seaborn</span> <span class="k">as</span> <span class="nn">sns</span>
	<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">style</span><span class="o">.</span><span class="n">use</span><span class="p">(</span><span class="s1">'ggplot'</span><span class="p">)</span>
	<span class="o">%</span><span class="k">matplotlib</span> inline
	<span class="c1">#----------------------------------------</span>

	<span class="c1">#computing correlation of dataset</span>

	<span class="n">corr</span> <span class="o">=</span> <span class="n">df</span><span class="o">.</span><span class="n">corr</span><span class="p">(</span><span class="n">method</span><span class="o">=</span><span class="s1">'pearson'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span><span class="mi">7</span><span class="p">))</span>
	<span class="n">sns</span><span class="o">.</span><span class="n">heatmap</span><span class="p">(</span><span class="n">corr</span><span class="p">,</span><span class="n">cmap</span><span class="o">=</span><span class="s1">'RdBu_r'</span><span class="p">,</span><span class="n">annot</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
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	<pre><matplotlib.axes._subplots.AxesSubplot at 0x7f6155febdd0></pre>
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J4r4vPZGcNcrzRXyjDXsabaTnvhmZ5/qNznLD2TFYhSKsD++zD6F+0KIYQQQgghxGWRxqQQQgghhBBCOEFFG+YqjUkhhBBCCCGEcAJTBRtrLrO5CiGEEEIIIYQoMemZFEIIIYQQQggnkGGuQgghhBBCCCFKTIa5CiGEEEIIIYQQFyE9k0IIIYQQQgjhBDLMVQghhBBCCCFEickwVyGEEEIIIYQQ4iKkZ1IIIYQQQgghnKCi9dRJY1IIIYQQQgghnECGuQohhBBCCCGEEBchPZNCCCGEEEII4QQym6sQJTDu1L/uDsGlpkU1d3cILjf2nmbuDsHl8nPz3R2Cy9W4rqW7Q3CpnJR0d4fgcsEdOrk7BJeL/X2pu0NwOQ9/H3eH4HKVu3V3dwguV+3NI+4OweXif3nS3SFcEhnmKoQQQgghhBBCXIT0TAohhBBCCCGEE8gwVyGEEEIIIYQQJSbDXIUQQgghhBBCiIuQnkkhhBBCCCGEcAIZ5iqEEEIIIYQQosRkmKsQQgghhBBCCHER0jMphBBCCCGEEE4gw1yFEEIIIYQQQpRYRWtMyjBXIYQQQgghhBAlJj2TQgghhBBCCOEEFW0CHmlMCiGEEEIIIYQTyDBXIYQQQgghhBDiIqRnUgghhBBCCCGcQIa5CuFiNpuNT6e/zZYNa/H29uGxZ16krrnheeX2W/Yw/bWXyM7Jpk3HLtw/9gkMBgPfzPqEPxb+TKXgYADuvv8R2nbqQm5uLh9NfY0D0XswGI2MGvsEzVq1cXV6pXbP52/SrH9PUuMSeaVZH3eH4xT+zVoTdff9GIxGkv9aSuLCH84rE9S+K+GDhmKzQfaxQ8TMmFqwzejjS93XZ5C6ZT2nvvzYlaFftoAWbag67EEwGkle8Tvxv35/XplKHa8lYshdgI2sI4c49sGbADT9egFZRw8DkJsYz5GpL7sw8su3/tAp3lnxD1abjVua1ubeDuZiyy3be5xnF2xk9l09aRQVQm6+lSlLtxIdm4zBYODx61rQpka4i6O/PF61GhLQczAYjGTt2EDGpj8dtvs0aU9A9wHkp50GIHPbarJ2bMAjvBqBN9yGwcsHbDbSN/xBtmWbO1IosTU79/HGN7+Rb7Ux+NrWjOp3rcN2tfJvvlmxCZPRiJ+3Fy8Ou5m6VSMAsBw7xctfLiA9KxuDwcC3zz+At6enO9IoEZ/6TQnuNxSMBtK3rCZ11W8O2/1adSG4723kpyQDkLZhOelbVgNgqhRK6KDhmIJCAIifO43804muTeAyeNdpTND1t4LRSMb2taRvWOqw3bdZRwJ7DsSaegaA9C1/kfnPuoLtBi8fwh94gay9/5Dyh3Jp7JdjzY59vDFvEfk2G4OvbcOom7o5bFcrNvHN8o2F9freAdStFkFMQjIDnptOragwAJrXrcH/ht3ijhQuy2v39+T6NnXIyM5j7HuL+fdgnMN2f19PFr52Z8FylbAAfli5m+c/X8HoW9pyd+9m5OXbSDyTwWPvL+F4fIqrU3C7ijbM9apoTGqaFgVMA9oB2cBhYByQAyxUSjV1URwbAW8gFPAFYuybBgI7lVIBxewzGshQSs29wDF7ABOUUv3LJOhyYMuGdZw8fpSZ835k7+6dzHjndaZ+PPu8cjPffp2Hn3wWc5NmvPzUY2zduI42HbsAcMttQxk09B6H8n8s+AmA6XO+5XRyEi8/+RhTP5mD0Xhlje5eP/sHVn4wh+Fz33F3KM5hMFJl2GiOvPkCuUmJ1HnpHVK3biTnxLGCIl6RVah8860ceuUprBnpmAIrORwifMjdZFh2ujryy2cwUvW+hzn02nPkJSZQd/I0UrZsIDumSM5RVQkfoHFg0gSs6WmYggpztubksP+ZMe6I/LLlW228tWw779/alYhAP4Z/vZxr61WhTuUgh3LpObmorQdoUiW0YN3P/x4CYN69N5CUkcW4+WuZfXdPjOX9aq/BQOD1t5H8/UdYU08TcvcTZB/YQX5irEOxLMtW0pbNd1hny8shZfHX5J+Ox+gfRMg9E8g5HI0tO9OVGZRYvtXK5K8X8cnjw4gKCeKOVz/hupbmgsYiQL8OzdB6tANgxfZo3vrud2aOv4e8/Hye+exHpowajLlGFKfTMvAwmdyVyqUzGAi5+S7ivnib/JRkIke/QOae7eTFn3QolrFjE6cXzjtv99BbR5KychHZB3Zj8PIGm81VkV8+g4Gg3hpJ375PfsppwoY/Rfa+HeQlnnIolrVn6wUbioHd+pNzdJ8roi21fKuVyV8t4JMnhhMVGsQdL8/kupYNqVutSL3u2BztuvYArNi2h7e++42Zj98LQI2IUH546RG3xF4a17epTZ0qIbQf/RltGlThzYduoO+TXzuUSc/M5brxcwqW/3z7Hhat18/rjkOx3PD4djJz8hjetyUvDu/O/W8tcGkOwvWurE/VxdA0zQD8BKxUStVVSjUGngUiXR2LUqqDUqol8D/gO6VUS/vP4f/YZ+aFGpIVxaY1f3Fdn5swGAyYmzQjPS2VpIQEhzJJCQlkZKTTsGlzDAYD1/W5iY2r//rP4x47fIgWbfQPMMEhofgHBLA/ek+Z5VFW9q/eREbSGXeH4TS+deuTE3eS3PhYyM/jzIZVBLbu4FAmuEcfkv9cjDUjHYD81ML8fWrVxaNSMGk7roxeGwC/eg3IOXWC3LhT2PLzOLN+FUFtOzmUCe3Zl8Q/FmJNTwMgP+XKPue7TyVRPdifasEBeJqM3GCuzqr9J84r9/Ha3dzTrgHepsK3o0OJKbSrqX9oC/XzIdDHkz2nkl0W++XyiLqGvOR4rGcSwZpPdvRWvOs2u6R985PjyT8dD4A1PQVrRhpG3/OuP5Y7Ow7FUDMilBrhoXh6eHBj+6as2B7tUCbA16fg78zsXLBfE1i36wANqkdirhEFQHCAH6Yr4GKfV/U65CbGkZ+cAPn5ZOzYhG+jVpe0r0d4FQxGE9kHdgNgy8nGlptTluE6hWfVWvY6qtftzD1b8G7Q/JL394iqgdE/kOxD0RcvXA7sOHicmhGVqRFhr9cdmrFiu+Pnh/PqNeX8Ytcl6Nu+Pt+t2AXAlr0nqeTvQ2SI/wXL16kSTFiwH+t3Hwdg7Y5jZObk6ftbTlC1cmDZB10OmQwGp/1cCa6GnsnrgFyl1MyzK5RS2wE0Tat1dp2macOBtkqpR+3LC4GpSqmVmqalAR8C1wPJ6I3RN4GawDil1K/2/Qeh9zzWBuYppV4qSaCapk0G+gOZwAClVKymaZOANKXUVE3T6gEzgXAgH7jtnP3bAZ8AQ4Bh9vjq2H9PU0pNt5e7GxgLeAEbgYfth/gcaAvYgFlKqXc1TRsLjAbygN1KqTtKkpMzJCbEExZR2PYPC48gMSGO0LCwImXiqBxeeEWwcngEiQnxBcuLf/qeFb8vpl7DRox4ZBwBgUHUrlefjWtWcW3P3iTExXJgbzQJcbE0aNzENYmJYnmEVCY3sfBiQV5SIr51GziU8YqqBkCt598Ao5H4n74hfcdWMBiIHDqSmI/fwb9xC5fGXRrn5pybmIBfPcchn2dzrjNpKgajkdj5X5P2zxYAjJ5e1J38HuTnE//r96RsXu+64C9TXFomkYF+BcsRgb7sOpnkUMYSe5rY1Ay61q3C15v3FqyvH1GJVQdOcEPD6sSlZhIde5rY1EyaVHFZ+JfFFFgJa+rpgmVr2mk8qlxzXjnv+i3wql6PvOQ40lb85LAPgEdUTQwmE/mnE87bt7yJS04hKqSwFz0ypBL/Hjx+Xrlvlm9k7tL15Obl8/mE4QAciU3EYIAH351LcmoGfds1ZcSNXV0V+mUzBQWTf6awLuenJONVvfZ55fyatMG7VgPyEmI5/du35J9JxjMsCmtmBpWHPoxHSDhZB3Zz5o8fyn3vpCkguGDILoA19TSeVWudV87H3BKvGvXIS4oj5c8f7HXbQFDPwZxeMAfvWuffwlIexZ1OISr0Eur1so3M/WOtXq+fGlGwPiY+mdsmfYi/jw9jBveiTYNargi71KpUDuBEQmrB8omEVKIqBxCbnF5s+UHdGvHzakux2+66oRnLthwskzjLu4o2zLX8XwK8uKbAllIewx+9Z7MNkAq8CtyA3ngsenNSe+AuoCVwm6ZpbUv4GBuUUi2AVcD9xZT5GvjQXqYzUDBmRtO0zugNzQFKqbPPzoZAH3tcL2qa5qlpWiPgdqCLvZc0v0jM1ZRSTZVSzYAv7Md4GmillGqO3qh0OVsxb6KGc6/GFFtG/33jwCHM/OYnps36mpDKYcz6cBoA1/e7hcrhETzxwDA+e/8dGjZpjulKGEJ11SvuVdbx/BpMJrwiq3J4yrPEfDSVqiPHYPTzJ6RXP9L+2UxeUvn/kO2gmKuLtuJyjqrKwVcmcvT9N6h+/2MY/fQrwtFj7uXAc49x9IM3qTLsAbwiolwSdqkU89nYUOTcW202pq38h8e6n9+7cXPTWkQE+DL8q+W8s+IfmlUNxWS8Et6di4nxnP9D9oGdJH76Eklz3iDnyF6CbrzLYbvRP4igfneTsmTe+TuXQ8VFWNzF9KE9O/DblHGMv/UGPlmojyrJt1rZtv8or48awpyJI1i2bQ8b9lwJHz4vfp6zordzYupEYj+YRNaB3YQOGalvMBrxrlWf00sUsTNfwSM0HP/WXco+5NIq9mXbMems/TuI++h/JHz+GjmHownuPwwAvzbdyD6w67yLJuVZcW37Yut1rw789sbjjL+tN58sWAlAeKVA/pg6ge8nPcKTd/Rl4sffk5aZVbYBO0lxOf7XdY5B1zbkx9Xnj/i6tXtjWtSL4oOf/nZidKK8uhp6Jp0hB1hi/3sHkK2UytU0bQdQq0i5pUqpRABN034EugKbS/AYC+1/b0FvrBbQNC0QvbH3E4BSKsu+HqAReo9kb6VU0XFii5RS2UC2pmlx6EN7ewFtgL/t+/oCccACoI6mae8Di4A/7Mf4F/ha07SfgZ8vMZdSW/SjYulC/eHqNWxMQlzhPUUJ8XGEVnacbKNyeCSJ8YU3gScWKRMcWrlgfe/+A3n16fEAmDw8GDXm8YJtTz00gio1ajg/GVEieckJeFYu7HX2CK1MbrJjj1VuUgKZ+y2Qn09uQiw5J2PwiqyKX72G+JmbENKrH0YfXwweHlizs4hTc859mHIlL8kxZ8/KYeQVk3PGvmg95/hYsk8exzuqKpkH9xWUzY07Rfruf/GpVZecOMd7lcqbiEBfYlMzCpbjUjMJCygcFpaRk8eBhBQeVqsASEzPYsLP65g6sDONokIYf11hz/OoeSuoEVL+h3zmp57GGBhcsGwMCMaa5jhc2ZZV+D/J+ncdAd1uLlg2eHlTafADpK9ZTN7JI2UfsBNEhgRxKrkwx9jkM0QEX3ho243tmvLqVwsL9m3ToBYhgfpFk2ub1WfPkRN0bFSnbIMupfyUZEyVCu/xNQWFkH9OQ8maWdiTk755FcF9btX3PZNMzsmj+hBZIHPPNryq1wHWlH3gpZCferpgwiAAY2Aw+efW7SI5Z2xfS2CPgQB4VauNV/W6+LXuhtHLG0wmbDnZpK78xTXBX4bIkCBOJZWgXrdvxqtf6vcGenl64OWpf7xuUqsaNSJCOXIqkSa1q5Vt0JdpRL9W3HODflFv2/6TVA0rzLNqWCCxSWnF7tekVjgeRiP/HnC8J7xbi2sYf1tHBjz3LTl5+WUXeDnmzuGpmqb1Bd4DTMBnSqnXz9leE5gDBNvLPK2UWlyax7waeiZ3oTeeLiYPx3x9ivydq5Q6e+3Fij6JD0opK44N7nOvz5TksnHRx8jn/Ib8f9W8k0AWcO5NGdlF/j57TAMwp8j9mmal1CSlVDLQAlgJPAJ8Zt/vJvQhvm2ALZqmueQCw02DNabNmse0WfPoeG0PVvy+CJvNhmXXDvz9AxyGuAKEhoXh6+eHZdcObDYbK35fRPuu3QEc7q/csHolNWvXBSA7K4usTH3yiu1/b8Rk8qBmrfL9IaUiyDy4D6/IqniGRYLJg0odu5G2bZNDmdQtG/BvrN9rZgoIwiuqKrnxp4iZ+Tb7xo9g/xOjiP1mFmfWLC/3DUmAjAN78Y6qimd4JAaTB5U6dSNlywaHMimb1xPQRH9DNwUG4VWlGjlxpzD6B2Dw8ChY79egMdkxR12eQziHNd8AACAASURBVEk1igrh2Ok0TpxJJzffylLLcbrVrVqwPcDbkz8euZmf77+Rn++/kaZVQgsaklm5eWTm6vfdbDwci8loPG/invIo79RRPELCMVYKBaMJ74atyT7gOFGU0b8wD6+6zQon5zGaqDRgFFm7/iZ773ZXhl0qTWtV5UhsEsfjk8nNy+O3TTvp0cJxKOOR2MKZSlf9u4+aEfoFwM5N6rHveCyZ2Tnk5eezee8Rh4l7yqucmEN4Vo7EFBIGJhN+zdqTGe14zowBhUMkfRu2JNc+OU9OzCGMPv4Y/fSLIz51GpIXf/69xOVN7okjmEIiMFWqDEYTvo3akL1vh0OZonXbu37zgsl5Tv86m7iPXiB+xv9IWf4TmTs3leuGJEDT2tU4EptYWK837qBHy/+q13sL6nVSSjr5VisAx+KSOBqbSPXwEMqrWYu3cd34OVw3fg6/bdjP7dfptwK1aVCFlPTsCw5xHdytET+udrwHtlntCKY+1Jt7Jv9IwpmMYverCIwGg9N+SkLTNBP6Z/obgcbAUE3TGp9T7HlAKaVaAXcAH5U236uhZ3I58JqmafcrpT6FgnsL/YCil3YPAw9rmmYEqqEPDS2pGzRNC0W/53EgMOIi5S+ZUipF07TjmqYNVEr9rGmaN/oVA4DTwEjgD03T0pVSK//jUMuAXzRNe1cpFWePNxBIB3KUUvM1TTsAzLb/L2oopVZomrYGuBMIsD+ey7Tp2IXN69cyeuggvL19GPPM/wq2jRtxJ9Nm6bPhjX78aaZPeYmc7Gxad+hMm46dAZgzczqH9u0Fg4GIqCo8POFZAE4nJzFpwhiMBiOh4eGMf75Et7iWGyPnTadBj44EhIUw5dh6Frz4Lutmlf9p1S/IauXU3JnUfOolDAYjp1f9SXbMUcIH30XmoX2kbdtE+o6tBDRrRd0pH2KzWon99gvy01IvfuzyymrlxOwZ1H7mVf2rQVb+Qfbxo0TcejeZh/aRumUjaf9sIbBZa+q/NVP/H339OflpqfjVb0S1UWOw2awYDEbif/3eYRbY8srDaGRCz5aMnb8Gq9XGzU1rUScsiI/X7qJRZAjd6lW94L5JGdk8Nn8NRoOB8AAfJvUryR0FbmSzkrpsPsFDHsJgNJK5YwP5iafw73IjuaeOkXNgJ76tu+Fdtyk2qxVbVgYpS/SZEr3NrfCsXheDrx8+TfW3p9Tf5pEXH/Nfj+h2HiYTz97Zj9HTviTfamVQl1bUqxbBBz8vp0mtqlzXsiHfLN/Ihj0H8TCZCPLzYfKIQQBU8vflnhs6MXTyJxgwcG2z+nRr3uAij1gOWK0kL/ya8HvHYzAaSduyhry4EwT1GkBOzGGyov8hsFMvfBu2xGa1Ys1MJ2n+LH1fm43TSxThIyYABnJPHCFt8yq3pnNJbFZSlipC73gEDEYy/11PXsJJAq69idyTR8nevwP/tj3wrt8crPlYszI4vfBLd0d92TxMJp69uz+j35mj1+uuralXLZIPflqm1+tWjfhm2QY27D6g12t/XyaPGgzAlr2H+fDnZZiMRkxGIy8Mu4VKAX4XecTyYemWg1zftg6bZt5PZnYuY98v/MqbFe/e6zCL6y1dzAx92XFW6hfv64G/ryefPzUAgOMJKdwz+SfXBC9Ab9vsP3s7nKZp3wIDgN1FytiAs1d+KgGlvpplKO5+tSuNpmlV0b8apA16D95h9K8GycX+1SD2WV+/Qr93cCf6kNBJZyfgOfu1HUUnxLEvpymlAuwT8PRDv/exHv8xAc+5k/0UPY7971uB/kqp4edMwFMf+BgIs8d+G/rkOhOUUv3tXdO/oTdibzwnzp32Yx7WNO124Bn0nthc9J7ITPT7JM/2zj4D/AmsQK9MBuCrc7vDLyY6NuXKr0AlMC3q0mevu1qMvefSZqO8muTnVryhOTWua+nuEFwqJ6X4q+1Xs+AOnS5e6CoT+/vSixe6ynj4+1y80FWmcrfu7g7B5aq9eWUMhXem+F+evBJunmdRjeZO+2x807F/Lzlne/uir1JqlH35HqDDOe2RKui3uoWgt2muV0qVau6Zq6Ix6QrFNRCFNCYrAmlMVgzSmLz6SWOyYpDGZMUgjcny67daLZz22fiL9uaXgBeLrHpJKTWpuLKapt0G9DmnMdleKTWmSJnHAYNS6m1N0zqhf9NDU/utfZflahjmKoQQQgghhBBXFXvDcdIlFj8OFJ1psjrnD2MdCfS1H3u9pmk+6CMi47hM0pi8REqp2cBsN4chhBBCCCGEKKcMJrfNb/o3UF/TtNpADPoEO3eeU+Yo+jc/zLZ/naAPEE8pXA2zuQohhBBCCCGE2xlMBqf9lIRSKg94FPgd2KOvUrs0TXtZ07Rb7MWeAO7XNO0f4BtgeJFvm7gs0jMphBBCCCGEEE5gLGEj0Jns3xm5+Jx1/yvy926gizMfU3omhRBCCCGEEEKUmPRMCiGEEEIIIYQTGIwVq69OGpNCCCGEEEII4QTuHObqDhWr6SyEEEIIIYQQwimkZ1IIIYQQQgghnKCks7Be6aQxKYQQQgghhBBO4MbvmXSLipWtEEIIIYQQQginkJ5JIYQQQgghhHCCijYBjzQmhRBCCCGEEMIJDEZpTApxyTwq2BNm7D3N3B2Cy03/coe7Q3C5BgFe7g7B5TrFprs7BJfLTslxdwiu9e0m2k8c5O4oXGrfrxXv9cs7yNvdIbhcYM1Id4fgcmeOHnZ3CEIA0pgUQghRAVW4hiRUuIakEEK4g7GCTcAjjUkhhBBCCCGEcIKK9tUgFavpLIQQQgghhBDCKaRnUgghhBBCCCGcoKL1TEpjUgghhBBCCCGcoKLdM1mxshVCCCGEEEII4RTSMymEEEIIIYQQTiDDXIUQQgghhBBClJixgn0HuwxzFUIIIYQQQghRYtIzKYQQQgghhBBOYKhgE/BIY1IIIYQQQgghnMBYwe6ZrFhNZyGEEEIIIYQQTiE9k0IIIYQQQgjhBDKbqxBCCCGEEEKIEpN7JoVwA5vNxsfvTWXz+rV4+/gw/tlJ1DM3PK/cvug9vPvaJHKys2nbqQsPPjYBg6HwCtD8eV8y66P3mLfwTyoFB7N+9Uq++mwmBoMRk8nEA2OfoEmLlq5M7aL8m7Um6u77MRiNJP+1lMSFP5xXJqh9V8IHDcVmg+xjh4iZMbVgm9HHl7qvzyB1y3pOffmxK0MvM/d8/ibN+vckNS6RV5r1cXc4TlHr+mvp8eZzGI0mdsz9nr/f+cRhe2CNqvT5aAq+YSFkJZ/ht1ETSDsRC8DgHz8jql1LTmzYws+3PeiO8C9LcLv21Hp0DAajkdjFizjxzTyH7dc8/AiVWrYCwOjtg2dIMH/f0h+ARq+/SUDjxqTu2EH0c8+4PPbLFdqpI/UmjMNgNHHy5185OudLh+11H3+MkDatATD6+OAVGsKa63oD0H3jGtL3HwAgKzaWnY8/5drgL9Pavcd5a/EGrFYrA9uYGdG9RbHllu48xFPfLuerh26hSbXwgvUnT6cxZPp8RvdszbCuzVwVdqmEdulI/YlPYDAaOfnjLxyZNddhe70nxxPSrg0AJh8fPENDWN21FwDeUZE0mvQc3lGRYLPxzyPjyTpx0uU5lFRwh/bUeewxMBqJXbiQmK++dthee8wYglrrz2eTjw+ewcFsvLEf3pGRNHxtMhiNGD08OPnDfE798os7UiiRdftPMPX3zeRbbQxsVY/7ujYpttyfu48y8YfVfDmqL42rVgZgX2wykxduIj0nF4MBvhx1I94eJleGf9neeepO+nZpRmZWDiNf/Jzt0UfPK3N73w5MHHETNpuNE/GnGf78pySeTmPKuNvo360lObl5HDwez6gXP+dMWqYbshCuVGaNSU3TagELlVJNi6ybBKQppab+x35tgWFKqbGapnkDi4AwYIpS6jsnx7hOKdXZHmtnpdS8i+1zicf9BmgCfKGUevecbcOApwCD/WfWRf4fk7D/zzRNm43+P/3hnDIdgfcAb/vPd0qpSZqm3QI0Vkq97oy8ytLmDWs5cewYn377E5ZdO/lw6hTe/XTOeeU+ensKY556joZNmvHihMfYsmEdbTt1ASA+9hTbN28kPDKqoHzLNu3p2LU7BoOBQ/v38fr/nubjefNdltdFGYxUGTaaI2++QG5SInVeeofUrRvJOXGsoIhXZBUq33wrh155CmtGOqbASg6HCB9yNxmWna6OvEytn/0DKz+Yw/C577g7FKcwGI30fPtF5g+4j9SYU9z113wOLFpGkuVAQZnukyey+5uf2T3vJ2p060jXSRNY8sCTAPz93ud4+vnQfMQd7kqh5IxGaj82jt1PPkFOfDzNZnxM8rq1ZB45UlDkyEcfFvwdNWgw/vXqFyzHfPctJh8fIvvf7NKwS8VopP7EJ/jnkcfIjo2jzdxZJKxaTcahwwVFDrzzXsHf1W6/lQCzuWDZmp3N5rvudWXEpZZvtfL6gnXMuK8vkUH+3DXzV7o3qkndiBCHcunZOXyzfhfNqoefd4ypizfSpX51V4VcekYj5mefYtsDj5IdG0fbb+YQv3I1GQcPFRTZ/1bhW3/1oRoBDRsULDeePInDn35B8oZNmHx9sdmsLg3/shiN1Hn8cXaNH09OXDwtPvuUpDVryTx8uKDIofffL/i7ypAh+DfQn885iYn8O/ohbLm5GH19aTV3Dklr1pCTmOjqLC5ZvtXK67/9zUd39yQyyI97PltCd3N16oQ7vv+mZ+fy7aZomlarXLAuz2rl+Z/W8crAzjSICuF0RjYeV8j3Dvbt2ox6NSNpPOAZ2jerwwfPDqPrsFcdyphMRt5+cigthjyvNyAfu42Hb+/FKx//wrINu3n+/fnk51t5beytTBxxE89OP/8C+dVOJuBxM6XUZqXUWPtiK8BTKdXyUhuSmqZd8qUfpVRn+5+1gDtLFOiFHz8KvWHavJiG5I3AOKC3UqoJ0Bo444SHnQM8oJRqCTQFFIBS6tcroSEJsGH1X/Ts2w+DwUDDps1IT0slKSHBoUxSQgIZ6ek0atocg8FAz779WL96ZcH2T99/h/seGuvQU+nr51ewnJWVCYby9QT3rVufnLiT5MbHQn4eZzasIrB1B4cywT36kPznYqwZ6QDkpxZWGZ9adfGoFEzajm0ujbus7V+9iYwkZzw1yoeots05ffAIZw4fw5qbS/T8RdTtf71DmdCG9Ti6ch0Ax1ZtoO5NvQq2HftrPTmp6S6NubQCGjYiKyaG7JMnseXlkbB8OSGdu16wfFjPXiQsX1awnLJtK/kZGa4I1WmCmjQm89hxsmJOYMvLI+6PPwnr3u2C5SN69ybu9z9cGKHz7TweT43KQVQPDcLTw0SfZnVYuef8noyP/tzK8Gub43VO78yK3YepHhp4XuOzPAtq2oSMo0XO85I/CL/uwuc58sbexP6mn2e/OrUxmEwkb9gEQH5mJtasbJfEXRqBjRqRdTyG7BP68zn+z2WEdv2P5/P1vYhf+icAtrw8bLm5ABg9PTEYy91Hz/PsikmkRkgg1UMC8TSZ6N3kGlZajp1XbsbKfxjWubFDr+OGAyepHxlMgyi9Tgf7eWO6AnIGuLl7K75eqL8PbdpxkOBAP6LCHBvQBoMBg8GAv683AIEBPpyIPw3Anxt2kZ+vXxzZuOMg1SKvnOe1MxmMBqf9XAncNsxV07SVwEbgOiAYGKmUWq1pWg9gAjAC+AoI1zRtOzAEvdE3FT3uv4GHlFLZmqYdBmYBvYEPNE0bDWwD2gDhwDDgGaAZeq/d8/YY0pRSAcDrQCP748wBBgNjlFLb7eXW2h/r3yLx+wAzgLZAHvC4UmoF8AcQYT/WGKXU6iJpPwNMUEqdAFBKZQGf2o9XF/jQHm8GcL9SKvoS/50RwEn7MfOB3fZjDgfaKqUetcdzlhnoC2wG3rf/XzyASUopt4w9SUyIJzyisEcxLCKSxIQ4QsPCipSJo3J45Dll4gHYsOYvKodFUKd+4dXfs9b9tYI5H3/A6eRkJr01rQyzKDmPkMrkJhY2mvOSEvGt65iDV1Q1AGo9/wYYjcT/9A3pO7aCwUDk0JHEfPwO/o2LH1YmyoeAKpGkxpwqWE6LOUWVto7nLGFHNPUH9GHbjLnUu6U33kEB+IQGk5V02tXhOoVXWBjZcXEFyzkJ8QQ2alR82chIvKOqcGbbVleFVya8I8LJji3MOTsujqCmxQ+N846KwqdaFZL/3lKwzujlRZu5s7Dl53N09pck/LWqzGMurbiUDCIr+RcsRwb5sfN4vEOZ6BMJnDqTTreGNZm7ZkfB+sycXL5Y/S8zh9/osL68844MJzs2tmA5OzaOoGbFn2efKlH4VKtK8qbNAPhdU5O81DSavvMGvtWqkrRxEwemfQjW8t076RUeTk7R53N8PIGNi38+e0dG4lOlKme2Fj6fvSIiaPzmm/hUr8bhjz4q172SAHGpmURW8itYjgzyY2eMY8zRJ5OIPZNBtwbV+Wr9noL1RxNTMQCPfLWc5Iws+jS5hnu7FF8/ypuqESEcO5VUsHw8NomqESGcSii8uJuXl8+Y1+ayVb1MemY2+4/FMnbKV+cda/iArnz/xyaXxC3cy92XSjyUUu3Re+teLLpBKRUHjAJW23vcYoDZwO1KqbONn4eK7JKllOqqlPrWvpyjlOoGzAR+AR5B77UbrmlaZRw9ffZx7L2JnwHDATRNawB4F21I2j1ij7MZMBSYY29g3gIcsB9r9Tn7NAW2ULxP0BufbdAb0x9doFxx3gUsmqb9pGnag/Y4HNjjaQm8gN6IXAc8ByxXSrVDb9S/pWma/7n7uoLNZitmreGiZQwYyMrK4rs5s7h71Ohij925+3V8PG8+L0yZypefznRGuE5U3FUnxzwNJhNekVU5POVZYj6aStWRYzD6+RPSqx9p/2wmLymhmGOIcqWYHvFz6/Nfz71B9a7tuXvNz1Tv0o7UmFNY8/JcFaHzFZtz8UXDrutJ4qq/yv0H6ou7+Hk+K6LP9cQvW+GQ8/r+g9gybAS7n3+Rek+Mw6datTKLtEwVOfdWq42pizfyxI3tzys2Y9lW7u7cFD9vT1dG5wSXXrcj+vYmbunygvNs8DAR3Lol+99+j813Dse3ejWqDOhflsE6RzFvVRd8Pl/fi4SVKx3qdk5cHNuHD2fr7XcQ0bcvniHlu8fKRnGfNwpZbTbe+WML43u3Pq9cntXK9mPxvDq4M5/f15sV0cfZdPDUeeXKo+IGb537GubhYeKBW6+j/dBJXNP7cXbsPc7EETc5lHl6ZH/y8q3MW7yhLMMtt4wmo9N+rgRl2TN5gZcZh/U/2n9vQe91/C9m4JBSaq99eQ56g+5sV9O5w2B/tf/eAexSSp0E0DTtIFAD+K/LYt8DL2ia9iR6D+nsYsp0Re/VQykVrWnaEaABkHKRPM6jaVoA0Bn4XtO0s6u9L3V/pdTLmqZ9jd4zeyd647ZHMY9TH3gL6KmUytU0rTdwi6ZpE+xFfICawJ5z9y0LC+crliz4GYAGjRoTH1f4YpsQF0vlMMd7a8LCI0mMj3UoExoWxqmY48SePMGjw4fq6+PjeGzEXbzz6RxCKxf2bDZt2ZpTJ45z5vRpKgUHl2VqlywvOQHPIjF6hFYmNznJoUxuUgKZ+y2Qn09uQiw5J2PwiqyKX72G+JmbENKrH0YfXwweHlizs4hT599rKtwr7cQpAqsV9rwHVIsi7VScQ5n0U3EsuOtRADz9/ag/oA85KWkujdOZcuLj8Y6IKFj2CgsnJ6H4Cx9h1/Xi4PR3i912JcmOi8M7sjBn74gIcuKLzzmi9w3se8Pxdvmz/5+smBOc3rKVwIYNyIqJKbuAnSAiyI/YM4VDsGNTMggPLOzRSc/J5UBcMqM+XwxAYlom4776k2l3X8/O4/H8uesw037/m9SsHIwG8PIwcUfHxi7PoySyY+PwjiwcJeMdGUFOfHyxZSP73oDltTcd9k2NtpAVcwKAhOV/EdS8KSd/KtuYSysnLh6vos/n8P94PvfqxcF3in8+5yQmknHoMEEtWpC4cmVZhOoUkYF+xJ4pHGYfm5JBWKBvwXJ6di77487wwBx9KG9iWibjv/2Ld+/oTmSQH62viSTET7+u36V+VaJPJdG+ThTl0WitJyMH68O0N+86RI2o0IJt1SNDORnvODqmRYMaABy0j0D4YenfPHlfv4Lt99zcmX7dmtPnwQtOB3LVk68GcZ5E4NxLT6HAoSLLZ28UyL+EWC52Zs69oejssa1F/j67/J+PpZTK0DRtKTAA0NCHspY0nuLsQh96u/yc9UbgtL3n8LIopQ4AMzRN+xSIP7f31d7jqNCHz56wrzYAQ5RSlst93NLoP0Sj/xC98bxp3RoWzld0v74Pll078Q8IcBjiChAaFoavnz/RO3dgbtKU5UsWc/OtGrXq1mPewqUF5e679WamffYllYKDOXH8GFWqVcdgMLDfEk1ebi5BlRzH/7tT5sF9eEVWxTMsktzkRCp17OYwUytA6pYNVOrUjTNrlmEKCMIrqiq58aeImfl2QZlKXXvhW7ueNCTLqVNbdhBctxZB11Qn7UQsDYfcxOIRjzuU8akcog9ptdlo/8SD7Pryyp60IC06Gp9q1fGOiiInIYGwnj3ZN/mV88r51KiBKTCAtF273BClc6Xu3oNvjRr4VK1Cdlw8Eb2vZ/fzL55XzveamngGBpLyb+HQTo/AQPKzsrDl5uJZqRJBLZpzdO75Q8fKmybVwjmamEJMUioRQX78vuMgU27rUbA90MeLFc/eXbA86rNFjL+xPU2qhTPr/sIeuZnLtuLn7VnuG5IAqbt243dNDXyqVSU7No6Ivr3Z/fQL55Xzq1UTj6BAUv4pPM8pO3fjERSEZ0gwucmnCWnflpRdLrl+Wyqp0dH41qiOd5Uq5MTHE359LywvvXReOd8aNfAIDCR1Z+GkcF7h4eSdOYM1JwdTYABBzZtx4junzqfodI2rVeZYUioxyWlEBPnyx64jTB7UpWB7oI8Xy5+8tWD5gTlLGXdDaxpXrUz1kADmrNtNZm4eniYjW4/EcWeH82enLy9mquXMVPrH0hu7NuehO3rx3ZKNtG9WhzNpGQ5DXAFOxJ+mUZ2qhIUEkpCcyvUdmxB9SJ+NuHfnpkwY3o9eo94gMyvH5bkI9yizxqRSKk3TtJOapvVSSi3TNC0U/T699y627wVEA7U0TaunlNoP3AP85aRwU4HAc9Z9BixAH/6adP4urALuApbbh8LWBCxAlf94nCnAm5qm9VdKnbLPVvugUmq6pmmHNE27TSn1vaZpBqC5UuqfSwle07SbgMVKKRtQH71xfu6NVl+gzy5bdOjt78AYTdPGKKVsmqa1Ukq5ZSaXdp26sHn9WkbdPtD+1SCFH8AeHX4nH8zWJ9p9ZMLTvDt5EtnZ2bTt2Jm2Hbtc6JAArF25jOVLFmPy8MDb25uJL01xmKDH7axWTs2dSc2nXsJgMHJ61Z9kxxwlfPBdZB7aR9q2TaTv2EpAs1bUnfIhNquV2G+/ID8t1d2Rl6mR86bToEdHAsJCmHJsPQtefJd1s5S7w7pstvx8Vkx4mSE/f47BaGLnlz+QGL2fzs+N5dS2nRxcvJwaXdvTddITgI3jazez/PFJBftrv88jtEEdvPz9uD96FX888ixHlq1xWz6XxJrPofen0eiNqRhMRuJ+W0zm4cPUGD6CtL3RJK/TJ3kI69mLxBXnXl+DJtPex7dmTUy+vrT+7nsOvPUmZzb/7eosSsSWn8++t96m+fvTMJiMnPx1IRkHD1HrwftJ3bOHxFX6OYvscwNxfyx12Nevdi0aPDtRHxpoNHJ0zpcOs8CWVx4mIxP7d+LhOUuwWm0MaNOAupEhfPTnFhpXC6NHo2vcHaLT2fLz2fvaW7ScMR2DyciJnxeQfuAgtR9+gNTde0hYqb/NRt7Yh7gljucZq5X9b79Hq08/BIOB1N3RnJj/sxuyKKH8fA6+8y5N3nkbjEbiFi0i89Bhao4cSVp0NElr1wIQdsP1JCxb5rCr7zXXUPvRR9EHphmI+eYbMg4edH0OJeBhNPLUjW159Ovl5NtsDGhZl7oRwcxY8Q+Nq1amu/nCsw8H+Xpzd8dGDPtsCQagS72qXNvgyhiy/tuaf+nbtTl7fn2dzKwcRk2aVbDt728n0e6OSZyMP82rn/zK8s8mkpuXz9GTiYx88XMApk28C28vT36b8QQAG3cc4NHJXxb7WFezivY9k4YL3c/hDJqmNUafVOZsD+VbSqmv7dtWok9Gs1nTtDBgs1Kq1tkJeJRS/Yv+bd+nFxeegKetUiqhmGOfe4yi29KUUgGapnkCS9C/gmT22VlYNU2LBsYppZYUk5sP+v2YbSgyAU9xX4lyzn73AU+g9wra0L8a5B1N02qjT+hTBfAEvrUPX53Exb8a5Fv0mWEz7LE8p5T6/ewEPOhDWw8BRe/7HIXeUzoNfYitATh89v90qfbHp5ZdBSqHcp5wyqS/V5TpX145E2M4S4MAL3eH4HKd2v3XdbCrT3ZKxbtq3n7iIHeH4HIbXrmye/gvh3fQJd8lc9Vo8dAN7g7B5UKnHnZ3CC6Xs21WOeoNuDDLA4Od9tnY/MmP5T7nMm1MXsk0TasKrAQaKqWu9Fkhyow0Jq9+0pisGKQxefWTxmTFII3JikEak+VXRWtMuu2rQcozTdOGAZPRexulISmEEEIIIYS4qCtlFlZnkcZkMZRSc4G57o5DCCGEEEIIceWoaPdMVqxshRBCCCGEEEI4hfRMCiGEEEIIIYQTVLSeSWlMCiGEEEIIIYQTGIwVqzFZsbIVQgghhBBCCOEU0jMphBBCCCGEEE5gMJncHYJLSWNSCCGEEEIIIZygot0zWbGyFUIIIYQQQgjhFNIzKYQQQgghhBBOYKxgE/BIY1IIIYQQQgghnECGuQohhBBCCCGEEBchPZNCCCGEEEII4QQVNuEMawAAIABJREFUrWdSGpNCCCGEEEII4QQGuWdSCHEh+bn57g7B5RoEeLk7BJfbm5bj7hBcrpuPvB2Iq4+Hr9TrisDo4enuEISosORVVgghhBBCCCGcQIa5CiGEEEIIIYT4P3v3HR5F1T1w/Lu76b1XwNB7kSZNugVBfW1jQRF7pahYsWBFEamK2HgBFeWqP3kR6U2kV5UWektCeu/J7v7+2GWTTUJfNok5n+fJk52ZszPn7s6WM/fO7EWra8Vk3WqtEEIIIYQQQgiHkJ5JIYQQQgghhHAAfR3rmZRiUgghhBBCCCEcQK7mKoQQQgghhBDiosk5k0IIIYQQQgghxHlIz6QQQgghhBBCOEBd65mUYlIIIYQQQgghHKCunTNZt1orhBBCCCGEEMIhpGdSCCGEEEIIIRxAbzBUdwpOJcWkEEIIIYQQQjhAXTtnsm61VgghhBBCCCGEQ0jPpKh2ZrOZL6ZOZPumDbh7ePDca+No0rxFpbhDsfuZ/ME4iouK6Ny9J0+MGoNOp7Mt/2Xet8yaMZV5i1biHxDAmuVL+Pn7OQB4eHrxzAuv0KhpM6e160L5tO9E1LAnQK8nY80yUhb+VCnGv9u1hN0xFDBTeOIYpz6dAECb73+j8ORxAErSUjgx8R0nZn7pYgZeS98JY9HrDeye+xPbJn1pt9y3fhQ3zBiPZ0gghRlZLHl0DLkJSQDc/n9fE9GlAwmbd7DgrieqI/0r4oFvJtB2SH9yktN4t+0N1Z2OQ/h16kKDJ54BvZ7UZYtJ/OnHSjGB1/YhauiDYDaTf+wIxyZ8AED0Q48R0OUaABJ+/I6MdWudmfolC+jSlZhnR6DT60la/DsJP8yzW37V08/g3+FqAPTuHrgGBrDtliEAtPxwAj6tWpGzezexY191eu6XasPBOD5evBmTycR/OjXn4T7tq4xbsecYL/24mu+euoXW0aG2+aczc7lj2i882b8jw3q1dVbalyWw2zU0fn40Or2BxIW/cWrut3bLG40eSUCnjgDoPTxwCwxk48Cy17XB24vOP/5A6h9/cGTiJKfmfikCrulKo1GjQK8nadEi4r/73m55wxEj8Oto2a8NHh64BgSwZdBNeDdpQqMxL+Di7Y3ZaCJu7lxSV6+ujiZctA2H4vh48VZMZjP/6diUh3u3qzJuxd7jvDR/Ld89MYTW0SG2+aczc7nj0wU82bcDw3q1cVbal23SS/dxY8+2FBQW88hb3/BX7MlKMXffeA0vPzwYs9lMQkomw1//irTMXMaPvoshvTtQXFLK0bgUHn3rG7JyC6qhFdWrrvVMXnQxqWlaDLBIKdWm3LxxQK5SauI57tcZGKaUGqlpmjvwOxACjFdKzb/YPM6T40alVA9rrj2UUvPOd58LXO8PQGvgv0qpyRWWDQNeAnTWv1nneTzGYX3MNE2bjeUx/blCTDdgKuBu/ZuvlBp3IY93bbJ98wYSTp3iqx9/5cDePXw2cTyTv5pTKW7GJ+MZ8dJYWrRuy1tjRrFj80Y6d+8JQEpSIn9t30JoeIQtPjwyig+nf4mvnx/bN21g+oT3q1xvtdLpiXroaY59MJbStFQavz+F7B2bKYo/ZQtxi4gi9FaNI+PGYMrLxeDnb1tmKi7m8KsjqiPzS6bT6+n/yVv8cutD5MQnMvSPXzjy+yrSDxyxxfR5/2X2/bCAffN+pX7vbvQaN4alj78IwLap3+Dq5UG7h++priZcEZtm/8zaT+cwfG7N/2J5QfR6Gjw9koNjX6IkNYWWU2aQuXkThadO2ELco6KJ1O4ldsxIjLm5uPgHAODf5Rq8mzRl77OPo3d1o/mESWRt24qpIL+6WnNh9HoajhrNvhdfoDglhbaff0HGxg0UnChr84kZn9luR9x2O95Nmtqm4+f/iMHDg/AhNzs17cthNJn48LeNfP7QjYT7eTN05kL6tGxA47BAu7i8omJ+2LSXtvVCK61j4uIt9Gxaz1kpXz69niYvjmH3iFEUJSdz9exvSPvzT/KPHbeFHJ0yzXY76q478WlufyAz5onHydq1y1kZXx69nkbPP8/e556jODmF9l9/Rfr6DRQcP24LOTZ9uu125B134N3Msl8bi4o49N77FMbF4RYcTPtvviFj61aMubnObsVFMZpMfLhoC58/eD3hfl4M/WIRfVo0oHFYgF1cXlEJP2zeT9t6IZXWMXHpNno2jXZWyg5xY6+2NGkQTqtbX6Vr20Z8+toweg17zy7GYNDzyYv30v6O1y0F5Ki7ePruAbz7xf9YtXkfr0//BaPRxAcj7+Tlhwfz2rSfz7K1fy+5musVopTarpQaaZ28GnBVSnW40EJS07QLPptVKdXDejMGuO+iEj379iOwFKbtqigkBwGjgeuVUq2BjkCWAzY7B3hcKdUBaAMoB6yzxtn85x/0v/EmdDodLdq0JS83h/TUVLuY9NRU8vPyaNmmHTqdjv433sSmP9faln81fRIPPTXSrqeyVdv2+Pr5AdC8dVvSUpKd0p6L4dWkGcWJCZQkJ2I2lpK1aR1+nbvbxQT1v5G05Ysw5Vk+fI3Zjti1qk9E53ZkHj1B1vFTmEpKiP3ldxoPGWgXE9SiCSfXbgTg1LrNNB48wLbs1B+bKM7Jc2rOznD4z63kp9fu57Y872YtKEqIpzjxNObSUtLXrSGgew+7mNAbB5O8aKHti2VpViYAHg2uImf332AyYSoqJP/oUfw7d3F6Gy6WT4uWFMbHU3Ta0ubU1asJ7NHrrPEh/QeQunqVbTp7106M+TW8YK5gT1wK9YP9qBfkh6uLgRvaNmLt/so9GTNW7mT4te1wc7H/KF+z7zj1gnwrFZ81mW+rVhTExVGYkIC5tJSUFSsJ7n3tWeNDr7+O5OUrbNM+LZrjGhRExpatzkj3svm2bElhXDxFCZb9OmXlKoJ6nWO/HjiAlBUrASg8dYrCuDgAitPSKMnMwDUg4Kz3rSn2xKVSP8iXekG+1v26IWur6KGbsWonw3u1qbxf7z9BvUAfGofW/LaWd3Ofq/l+keWzd+vuowT4ehER4m8Xo9Pp0Ol0eHu6A+Dr40FCiuW9e+XmvRiNJgC27D5KdHjteV2LS+fwYa6apq0FtgD9gADgEaXUn5qm9QXGAA8D3wGhmqb9BdyBpeibaM1nG/CUUqpI07TjwCzgeuBTTdOeBHYBnYBQYBjwKtAWS6/d69YccpVSPsCHQEvrduYAtwMjlFJ/WeM2WLf1T7n8PYDPgc5AKfC8UmoNsBwIs65rhFLqz3LNfhUYo5RKAFBKFQJfWdfXGPjMmm8+8JhSKvYCH84w4LR1nUZgX7llrayPdQNgilJqmnV7C4D6gAcwVSn15ZnHBPgCy/OSAdyjlEq5zPwcIi01hdCwsh7FkLBw0lKTCQoJKReTTHBoeIWYFAA2r/+D4JCwcw5hXb7of3Tq1uOsy6uLS2AwJWllhXNJWipeTZrbxbhFWI5sNho30TJ07pfvyf17BwB6Vzcavz8VjEZSFv5E9vZNzkv+EvlEhpMTn2ibzo1PJLKz/bC41N2xNL31BnZ9Ppcmt1yPu58PHkEBFKZnOjtdcYncgkMotr5GAYpTU/Bp3tIuxj3a0hvVYuJU0OtJ+H4u2Tu2UXD0CFFDh5H068/o3d3xa9eewpMnqOncQkIoSi47aFWcmoJvy5ZVx4aH4x4RSdaunc5K74pIzs4n3N/bNh3u58WeuBS7mNiEVBKz8ujdogFz1++2zS8oLuG/f/7DzOGD7ObXdO5hoRQlJdmmi5JT8G3dqurYiAg8oiLJ3G55z0ano9HIERwY9w4BXTo7I93L5hYaSnH5/TolBd9WVe/X7uHheERGkbWz8n7t07IlOhcXCuPjr1iujpKcU3G/9q68X59OIzE7n97N6zN3wx7bfMt+vYeZD15vN782iAoL5FRium06LimdqLBAElPLDnSWlhoZ8cFcdqp3yCso4vCpJEaO/67Suobf2ouflteOAyaOVteGuV6p1roopbpi6a17q/wCpVQy8Cjwp7XHLR6YDdytlGqLpaB8qtxdCpVSvZRSZ062KVZK9QZmAv8DnsHSazdc07TgCnm8cmY71t7Er4HhAJqmNQPcyxeSVs9Y82wL3AvMsRaYtwBHrOv6s8J92gA7zvJYfIml+OyEpZiecZa4qkwGDmia9qumaU9Y8zijBXAD0BV4S9M0V+v8h63b6gyMLPeYeAM7lVIdgT8oe14uJz+HMJvNVczVnTdGh47CwkLmz5nF/Y8+edb1/71zO8t//x8PPVUDh4PqdJVmmbFvq85gwC0iiqPvvszJ6R9R77FR6L0sH3KxIx7kyNhRnPx0ApHDHsetXFFeY1XV5grP7x9jP6Jer67cv34B9Xp2ISc+EVNpqbMyFI5Q+Wmu9DzrDAbco6I58PLzHP3ofWJGvYDB25vsXTvI2raFFhOn0ejl18mN3YfZZHRS4pehyn276tCQfv1JW/cHmExXOKlqUO5xMJnMTFy8hRcGda0U9vmqndzfow1e7q6VltU6Z3miQ68bSOrqNbbnOeqO20nfuMnuoEONV+VruerQkIEDSF27ttJ+7RocTLM3XufQ+PFnv3NNcp6vJSaTmYlLtvLCDZUPCHy++i/u79GqVu7XVbyFVXrfdnEx8Pid/eh67ziuuv55dh+M4+WHB9vFvPLIEEqNJuYt3nwl062xdAa9w/5qg0vpmTzbu0D5+f9n/b8DS6/juTQHjimlDlqn52Ap6KZYpysOg11o/b8b2KuUOg2gadpRLD1yaefY1k/AG5qmvYilh3R2FTG9gOkASqlYTdNOAM2A7PO0oxJN03yAHsBPmqadme1+ofdXSr2jadr3WHpm78NS3Pa1Lv5dKVUEFGmalgyEA3FYCsjbrDH1gaZYHhMTZY/ld8D/XW5+l2PRL4qlvy0AoFnLVqQkl/VUpSYnERxif15NSGg4aSlJdjFBISEkxseRdDqBZ4ffa5mfksyoh4cy6as5BAWHcOzwIaZ9+C7vTJyGn3/NG25Smp6Ka3BZD6xrcAilGel2MSXpqeQfigWjkZKUJIpOx+EeEUXB0UO22JLkRPL2/YNHTGOKyz2WNVFuQiK+0WVFr090BLmJ9l+s8hKT+W3oswC4envR9NYbKM6u2efYCHvFqam4lXsdu4WEUpKeViEmhbzY/ZiNRoqTEimMO4V7VD3yDx3g9Px5nJ5vOd294UuvURQf59T8L0VxSgruYWG2abeQUIorDNk/I6TfAI5Om1zlstokzM+LpKyyYedJ2fmE+nrZpvOKSziSnMGj3ywGIC23gNHfrWTK/QPZE5fCyr3HmbJsGzmFxeh14OZi4J5uVffy1RRFySm4h5eNlHEPO/vzHHbdQA5/XHZ5A7+2bfDr0J6oO27H4OWJztUVY34Bx2d8fsXzvlTFySm4ld+vQ8+xXw8YwNFJ9vu1wcuLVhMmcOKrr8jdu6/K+9U0lffrvCr260we/e9SwLpfz1vFlPsGWPbrfceZsny7db/W4eZq4J5rqu7NrW5Pav155PbeAGzfe4z6EUG2ZfXCgzidYj8iqH2z+gActfbU/rxiGy8+dJNt+QM39+Cm3u244Yl/xWU9xAW4lGIyDag4CDoIOFZuusj633gB26jiOIidiidHnVm3qdztM9Pn3JZSKl/TtBXArYCGpffuYvOpyl4sQ28rXqJMD2Rae2AviVLqCPC5pmlfASnlehrLt90IuFiHEg8EulvbuhbLcNeqmB2R36UacofGkDssBezWjetZ9Iuiz8AbOLB3D94+PnZDXAGCQkLw9PImds9umrduw+qli7n5To2Yxk2Yt6jsXJSH7ryZKV9/i39AAMmJibw/9kVeeOMdohtc5dT2Xaj8Iwdxj4jCNTSc0vQ0/Lv3tl2p9Yzs7ZsI6NGHzHUrMfj64RYZTXFyInpvH8xFhZhLSzH4+uHVrBUpv9X8E90Td+wmoHEMflfVIzchiRZ3DGbxw8/bxXgEB1qGtJrNdH3hCfZ+W/PbJezlHYzFIyoat/AIStJSCerdj6MT3reLydy0gaA+/UlbuQwXPz88outRlHga9HoM3j4Yc7LxjGmEV0wjju3cXk0tuXC5sbF4RNfDPSKC4tRUQvr359D771aK86hfH4OvD7l791ZDlo7VOjqUk2nZxKfnEObnxbLdRxl/V1/bcl8PN9a8dr9t+tGvf+e5QV1pHR3KrMeG2ObPXLUTL3fXGl9IAuTs349n/Xp4REZSlJJC6HUDiX1jXKU4zwYNcPH1JXt32VDH2Lfett0OH3wTPi1b1OhCEiAnNhbP+vVwj4ykOCWF0IEDOPD225XiPOvXx8XXl5w9Ze3VubjQ4oMPSF66lLQ1a52Y9eVpHR3CyfRs4jNyCPP1YtnuY4y/q7dtua+HG2teudc2/eisJTx3QxdaR4cw69Gywmrm6l14ubnW2EISYKZazUxl+fo6qFc7nrpnAPOXbqFr20Zk5ebbDXEFSEjJpGWjKEICfUnNyGFgt9bEHjsNwPU92jBm+E0MePQjCgqLnd6WmqKuXYDnootJpVSupmmnNU0boJRapWlaEHAjlquOXopYIEbTtCZKqcPAA1iGYTpCDuBbYd7XwG9Yhr+mV74L64ChwGrrUNgGwAEg8hzbGQ9M0DRtiFIq0Xq12ieUUtM0TTumadpdSqmfNE3TAe2UUn9fSPKapg0GFiulzFh6GI3AuU4a8wcyrIVkC6BbuWV64E7gRyy9nOuVUtmXk5+jdOnek+2bNvDo3f+x/jRI2cjoZ4ffx6ezLb0Tz4x5hcnvj6OoqIjO3XrQuVvPc673h9lfkZ2VxYxPPgLAYDAw9Ztvz3kfpzOZSJj9OQ1ffc/y0yBrl1MUd5KwO++n4NghcnZsIffvHfi27UjTj2eCyUTi999gzM3Bq2lLoh8dgdlsQqfTk7LwJ7urwNZUZqORNWPe4Y4F36DTG9jz7c+kxR6mx9iRJO7aw9HFq6nfqyu9xr0AmInbsJ3Vz4+z3V9bNo+gZo1w8/bisdh1LH/mNU6sWl9t7XGUR+ZNo1nfbviEBDL+1CZ+e2syG2fV4mtumUyc/Hw6zd77CPR60pYvofDkCaLuH07eoQNkbdlE9o5t+HXsTOuZszCbjJz65kuMOdnoXF1p8bFlcIoxP4+jE8fXjuGgJiPHpk+h5UcT0Rn0JC9ZTMHx49Qf/jC5B2PJ2Gi5sEVI/wGkran88witp0zHs0EDDJ6edJz/E0c+nkDW9m3ObsVFcTHoeXlId56esxSTycytnZrRODyQGSt30Co6hL4ta+aBvMtiNHJ44iTaTJts+WmQ3xaRf+wYVz3+KDn7Y0n/0/J+FHb9dSRbL0RTqxmNHJ00mdaTPgG9nuTff6fg2HEaPPIIubGxpG/YAEDIdQNJXbXK7q4h/fvj16E9Lv5+hN00CIDD739A3uHDTm/GxXAx6Hl5cDeenrvCsl93bELjsEBmrNpFq+hg+rZoUN0pXhFL1v/Djb3asX/hhxQUFvPouFm2Zdt+HEeXe8ZxOiWT975cyOqvX6ak1MjJ02k88tY3AEx5eSjubq4s+fwFALbsPsKz79ew711OoNNf8DVD/xV0VZ+vdm6aprXCctGWMz2UHyulvrcuW4vlYjTbNU0LAbYrpWLOXIBHKTWk/G3rfQZw9gvwdFZKpVax7orrKL8sVynlYz2PcCmWnyCZfeYqrJqmxQKjlVJLq2ibB5bzMTtR7gI8Vf0kSoX7PQS8gKVn04zlp0EmaZrWEMsFfSIBV+BH6/DVcZz/p0F+xHJl2HxrLmOVUssq/jSIpml7gCFYLtazAIjGUgCHAuOUUmutF+CZDNyE5Uqzd1svwFNlflW1sSqHU3JqwckPjlMw8u7qTsHpViyq2R/6V8LB3Lp3RPXRQY2rOwWnKimse+fgtn9q8PmD/mW2T1xQ3Sk4ncG1bn2RBbh6xE3nD/qXCfjwUHWn4HTFu2ZdyuhBp8ufP95h34297n61xrf5korJ2kzTtChgLdBCKVULDnU7Rrkr3DqUFJP/flJM1g1STP77STFZN0gxWTdIMVlz5f80wXHF5F0v1fg2O/ynQWoyTdOGAe9j6W2sM4WkEEIIIYQQwgnknMl/L6XUXGBudedRHa5Er6QQQgghhBCi7qpTxaQQQgghhBBCXCk6Q90aai7FpBBCCCGEEEI4QjVezVXTtDO/sGEAvlZKfXiWuDuBn4AuSqnL+u2tujWoVwghhBBCCCH+ZTRNM2D5tY1BQCvgXusvcFSM8wVGAlscsV0pJoUQQgghhBDCEfQGx/1dnK7AYaXUUaVUMZbflr+1irh3gQlA4eU11EKKSSGEEEIIIYRwAJ1e77C/ixQNnCo3HWedZ6Np2tVAfaXUostrZRk5Z1IIIYQQQgghahhN08YBb5Wb9bZSatxZwqv6TUrbb15qmqYHJgPDHZQeIMWkEEIIIYQQQjiGAy/AYy0cx11geBxQv9x0PSCh3LQv0AZYq2kaQASwUNO0Wy7nIjxSTAohhBBCCCGEI1Tf1Vy3AU01TWsIxAP3APedWaiUygJCzkxrmrYWGCNXcxVCCCGEEEKIOkwpVQo8CywD9ltmqb2apr2jadotV2q70jMphBBCCCGEEA5wCRfOcRil1GJgcYV5b54ltq8jtinFpBBCCCGEEEI4QvUNc60WMsxVCCGEEEIIIcRFk55JcVmKjebzB/2L1O/XobpTcLruSXnVnYLT9faoe2+NXy85Ut0pONWYZ7pWdwpO596yU3Wn4HR+9VZVdwpO5xPpX90pOJ3O07u6U3C6oEbtqzsFcTZ1rGey7n1jEkIIIYQQQogrQGeoW8WkDHMVQgghhBBCCHHRpGdSCCGEEEIIIRyhGq/mWh2kmBRCCCGEEEIIR6hj50zWrdJZCCGEEEIIIYRDSM+kEEIIIYQQQjiAro71TEoxKYQQQgghhBCOUMfOmaxbrRVCCCGEEEII4RDSMymEEEIIIYQQDiDDXIUQQgghhBBCXLw6VkzKMFchhBBCCCGEEBdNeiaFEEIIIYQQwhHq2AV4pJgUQgghhBBCCAfQGerWMFcpJkW1M5vNfDPtE3Zs2YC7uwcjXn2Lxs1aVIo7cmA/08a/TXFxEZ2u6ckjI19Ap9MB8Psv81n8q8JgMNCpWy8efGokAMePHOLzieMpyM9Fp9Pz8RdzcHN3d2r7zmfTsUQmrfkbk9nMLW0a8uA1zauMW3Uwjtd+28Lsof1pGRFIidHE+BU7iU3KQKfT8Xy/9nSqH+rk7C9NQJeuxDw7Ap1eT9Li30n4YZ7d8quefgb/DlcDoHf3wDUwgG23DAGg5YcT8GnVipzdu4kd+6rTc79Ufp260OCJZ0CvJ3XZYhJ/+rFSTOC1fYga+iCYzeQfO8KxCR8AEP3QYwR0uQaAhB+/I2PdWmemfkU88M0E2g7pT05yGu+2vaG603EYr5btCbnzIdDryd64iswV/6sU43N1d4JuugszZorjT5A0exoAkU+/hkdMUwqPxnJ65kfOTt0h/ty1l/GzfsJoMnPngB48drv9c/vjsnX8sHQder0ebw93xj15H03qR1ZTtpfOt0Nnoh9+Ep3eQNqqJST/qirFBPToTYR2P2ag8PhRTkz5EJ827Yke/oQtxj26Picmf0DW1k1OzP7yXc5+XltsiD3BhIXrMZlM3Na1FQ/371Rl3Ip/DvPit8v4fuRdtK4fxqaDp5i2eBMlRiOuBgPPDelB1yb1nJy9Y7z3cB8GdIyhoLiUUdOXs/tYit1ybw9X/vfeXbbpyGAfflkXy5v/XefsVEU1qhXFpKZpZuA7pdQD1mkX4DSwRSk1xEHb+BqYpJTadwn3HQ50Vko9e5bl/wPClFLdz7GOXKWUj6ZpfYExl9suTdNuAVoppT68nPU4w84tG0mIO8mM7/+Pg/v28MWkD5kwc3aluJmTPuSpMa/RvHVb3n1pFDu3bKRTt57s3rmdrRv+YMqsH3B1cyMzIx0AY2kpU957k1Fj36Zhk2ZkZ2VicKlZu7zRZObjVX8x/c5ehPl6Mfz71VzbJJJGwX52cXnFJaidR2gdGWSbt+CfYwDMe/A60vMLGf3LBmbf3x+9tcCusfR6Go4azb4XX6A4JYW2n39BxsYNFJw4YQs5MeMz2+2I227Hu0lT23T8/B8xeHgQPuRmp6Z9WfR6Gjw9koNjX6IkNYWWU2aQuXkThafK2uweFU2kdi+xY0ZizM3FxT8AAP8u1+DdpCl7n30cvasbzSdMImvbVkwF+dXVGofYNPtn1n46h+FzJ1V3Ko6j0xGqPUL8p+9RmplG/RfHk7d7OyWJ8bYQ19AIAq//D3GT3sBUkIfBp+y1nrlyITo3d/x7DayO7C+b0Wjiva/m8/WbIwkPDuDulz+iX5d2dsXikGu7cM8NvQFYve0fJsz+hS/fqPKjs+bS66n32DMceedVStJSafbRdLK2baYo7qQtxC0yirDb7ubQ2Ocx5uXi4ucPQO6evzkw5mkADD6+tPz0v2T/tbNamnHJLnM/rw2MJhPjf13HzMdvIdzfh6HTfqJP64Y0Dg+yi8srLOaH9f/QtkG4bV6gtwdTHxpMmL83hxPTeOqr31jxxnAnt+DyDegYQ6PIALo/O4eOTSP46PH+3PTqfLuYvMISBo4pOxi8bMI9LN5y2Nmp1jxyAZ4aKQ9oo2map3X6OiD+HPGVWAvQs1JKPXopheQFbDcA6AgEaJrW0NHrPxul1MLaUEgCbF3/B/1uGIxOp6N567bk5eaQnpZqF5OelkpBfh4t2rRDp9PR74bBbF3/BwBL//cLt9/3IK5ubgAEBFre7P/avoWrGjehYZNmAPj5B2CoYUMP9iWmUy/Am+gAH1wNeq5rXo91hxMqxX2xYR8PdGmGu6HsJXssLZsuDcIACPLywNfDlf2JGU7L/VL5tGhJYXw8RadPYy4tJXX1agJ79DprfEj/AaSuXmWbzt61E2N+7SqkvJu1oCghnuKRdyPxAAAgAElEQVRES5vT160hoHsPu5jQGweTvGghxtxcAEqzMgHwaHAVObv/BpMJU1Eh+UeP4t+5i9Pb4GiH/9xKfnpWdafhUB4xTShJTaQ0LRmMRnJ3bsSnnf1z5ddjAFnrlmEqyAPAmJttW1ZwcA/mogKn5uxIuw8fp0FEKPUjQnBzdWFQr06s3va3XYyPl6ftdkFhEdTwY19V8WrSnKLEBIqTEjGXlpKxfi3+XeyPFQcPHETq0t8w5llfz9mV9/WA7r3I3rUNc3GRU/J2lMvdz2uDPSeTqR/iT71gf1xdDNzQoSlr9x6rFPfZsi0M79sRN5ey7xYtokMJ8/cGoHF4EMWlpRSXGp2Wu6Pc0KUR6o/9AOw8lIiftzthAV5njW8YGUCIvxeb91X+DlPn6A2O+6sFalY3zbktAQYDPwP3Aj8A1wJomtYVmAJ4AgXAQ0qpA9Yew8GAB+CtadpA4FOgD3AMSzE9Syn1s6Zpa7H0CG7XNC0XmAoMsa7vVqVUkqZpNwOvA25AGjBUKZV0nrzvAH4DkoB7gPHWnBsC87A8B0sr3MdH07SfgTbADuB+pZRZ07ROwCTAB0gFhiulTmuaNhJ4EigF9iml7infW6pp2lXALCAUSLE+Pic1TZsNZAOdgQjgJaXUz+dpj8OlpaYQHFZ2VC84NIz0lGSCgkNs89JTkgkODbOLSUu1DLdIiDvBvn/+4vuvP8fVzY3hT42iacvWJJw6gQ4db48ZQXZmBr36X89t9w1zXsMuQHJuAeG+ZW/OYb6e7D2dbhdzICmTpJx8ejWO5PvtB23zm4b5s+5IAte1qEdyTgGxSZkk5RTQuoaPGHMLCaEoOdk2XZyagm/LllXHhofjHhFJ1q5aduS+ArfgEIpTy4YHFaem4NPcvs3u0ZZhUC0mTgW9noTv55K9YxsFR48QNXQYSb/+jN7dHb927Sk8eQJR8xj8gyjJSLNNl2ak4R7T1C7GNSwKgOjn3kGn15O++Cfy99sXXLVVUnomESGBtumIoED+OXS8Uty8JX8w57dVlJSWMmvcaCdm6BiuQcGUlHs9l6Sn4tXU/tQMjyjL67nJ+5PQ6fUkzv+OnL+228UE9OxLym//d+UTdrC6sJ8nZ+cSEeBjmw7392H3Sfuve7HxKSRl5tK7VQxz/thV5XpW7j5Ci6hQu2KztogM8iEhNdc2fTotl8hgH5Izqz6Ye1uvZizccLDKZeLfrbb0TAL8CNyjaZoH0A7YUm5ZLNBbKXU18CbwQbll3YEHlVL9gduBGKAt8Kh1WVW8gc1KqfbAOuAx6/z1QDfrdn4EXrqAvM8Uvj9Yb58xFfhcKdUFSKxwn6uB0UAroBHQU9M0V2A6cKdSqhOW4vB9a/wrwNVKqXZYisqKPgXmWpd/D5Q/cSES6IWlcK6enkyzudIsXYWhmuaqYqz/jUYjeTk5fPT5f3nwqVFMHPcaZrMZo9HI/t1/89zr7/LBp1+z+c+1/LNj65VowaWr3Cx05Q7Vm8xmpqz9m1F92lWKu7lNDGE+ngz/bjWT1vxN26ggDPpacJi/imG4VTy9AIT060/auj/AZLrCSV1hVTwtFfdpncGAe1Q0B15+nqMfvU/MqBcweHuTvWsHWdu20GLiNBq9/Dq5sfswm2rfUe46ocoh5hWfZz2uYZHET32bxNlTCbvvSfSeZz/aX5tU+Tqu4iG5b1Afls14h+cfuI0vfllyxfNyuKqe54qN1xtwj4zm8JsvcmLyeOo/PRqDl7dtsUtAEJ4NYsiuUGDWCnVgP69qXy7fbJPJzMcL1/P8zT3Puo7DiWlM/X0Tr9/R1/EJOsGF7Obl/adnM35dL8UkgE6vd9hfbVBreiaVUv9omhaDpSBbXGGxPzBH07SmWN7RXMstW6GUOtPV0wv4SSllAhI1TVtzls0VA4ust3dgGVYLUA+Yr2laJJbeycpjHsrRNC0caAKst/Yslmqa1kYptQfoiaXXEuBboPzVFrYqpeKs6/gLSwGciaWncoWmaQAGLOeNAvwDfK9p2gJgQRWpdMdSSJ/Z1oRyyxZYH4991nydYvGvihWLLKk2ad6KtOSyI35pKckEhthfSCY4LJy0lGS7mCBrTEhoGN1690On09GsZWt0eh3ZWZkEh4bTusPV+AVYzj3r1K0HRw4eoF2nrle6eRcszNeTpJyyo3zJOQWE+HjYpvOLSzmSms3TynIye1peIWMWbGTif3rQMiKQ5/q1t8U+Om8N9QPLjqTWVMUpKbiHlfUyu4WEUpyaWmVsSL8BHJ022VmpXTHFqam4ldun3UJCKUlPqxCTQl7sfsxGI8VJiRTGncI9qh75hw5wev48Ts+3nJfS8KXXKIqPc2r+4sIYM9NwDQy2TbsEBmPMsh96XpqZTuGxg2AyUpqWQnFyAq6hkRSdPOLsdB0uIjiAxNSy9iamZxAW5H/W+Jt6duKdL39wRmoOVZKWimu517NrUEil13NJWir5h/aD0UhxchJF8XG4RUZTcMTyZTugZ28yt24EY+07MFQX9vNwfx8SM8t65ZKycgn1KzsYkFdUzJHEdB6dafkek5aTz+jZvzNl+GBa1w8jKTOX5+cs4d17BlI/5OyvgZrmoRvbMXRgGwD+OpxEVEjZd4rIYB8S03OrvF+rq0IwGPT8czS5yuV1Ti0ZnuootaPkLbMQmIill6+8d4E1Sqk2wM1YhrWekVfu9oV225Qopc4cfzFSVnRPBz5VSrUFnqiwnarcDQQCxzRNO46lKLyn3PKzHeMpfwLFme3rgL1KqQ7Wv7ZKqeutMYOBz4BOwI7znR9aYbvlt+W0bq2bbtOY/M08Jn8zj2uu7cuaZb9jNps5sHc3Xt4+dkNcAYKCQ/D09OLA3t2YzWbWLPudrr36ANC1V1/+2bkNgPhTJygtKcHPP4Cru3bjxJHDFBUWYiwtZe/fO6kf47TTVi9Iy4hATmXmkpCVR4nRxIoDcfRuHGVb7uPuyvJnbmbBY4NY8Ngg2kQG2QrJwpJSCkpKAdhyPAmDXl/pwj01UW5sLB7R9XCPiEDn4kJI//5kbNpQKc6jfn0Mvj7k7t1bDVk6Vt7BWDyionELt7Q5qHc/MjdvtIvJ3LQB33YdAHDx88Mjuh5FiadBr8fga3lePWMa4RXTiKydtbA3ow4oPHEE19BIXIJDwWDAp2MP8v6xf67y/t6KZzPLlzW9ty+uYZGUpJ3vbInaoU2TqzhxOpm4pFSKS0pZsn4H/Trbj6o4nlD2ZfOPHXu4KjKs4mpqvPzDB3CPjMYtLBydiwuBvfqSvX2zXUzW1o34tLYc7DP4+uEeVY/ipNO25YG9+pK5fq0z03aYurCft64fxsnULOLTsykpNbLsr0P0aRVjW+7r6c7atx9hyWvDWPLaMNo2CLcVktkFRYyYtYiRg7pzdcMaft5JBf9d+g8Dx8xj4Jh5LN16BK2P5XSMjk0jyMkvOvsQ12ubs0B6JeusWtMzaTULyFJK7bZe9fQMf8ouyDP8HPdfDzyoadocLOcP9sVy3uKFKr+dBy8g/l7gRqXUJrCdJ7kCy3mXG7AUlt8BQy9gXQeAUE3TuiulNlmHvTYD9gP1lVJrNE1bD9yH5ZzK8jZat/WtdVvrL2B7TtOpW092bN7AU/fdZvlpkFfetC177pH7mPyN5Sl64vlXmPbh2xQXFdHxmh50vMZyAZMBN93Cpx+9w8jhd+Pq4srI18ah0+nw8fXjZu0+XnxiGOh0dLqmJ527n/1CL9XBRa9nTP8OjPxlPSaTmZvbxNAoxI8vNuylZXggvZtEnfW+6flFjPplPXqdjlAfD8bd1NmJmV8Gk5Fj06fQ8qOJ6Ax6kpcspuD4ceoPf5jcg7FkbLQUWSH9B5C2ZnWlu7eeMh3PBg0weHrScf5PHPl4Alnbtzm7FRfHZOLk59Np9t5HoNeTtnwJhSdPEHX/cPIOHSBryyayd2zDr2NnWs+chdlk5NQ3X2LMyUbn6kqLj6cAYMzP4+jE8bV/2C/wyLxpNOvbDZ+QQMaf2sRvb01m46zKP69Qq5hMpKhZRD0zFp1OT/bmNRQnxhE0WKPw5BHyd+8gf//feLVsT4OxkzCbTaQt+A6T9SIt0aPfxi08Gp27BzHvfk7yvJm16jwzF4OBsY/ezWPvfmr5OYX+3WnaIIrpP/xG6yZX0b9LO+YtWcumfw7g4mLA39uTD56tWeexXxCTibivP6PRGx9YzgdcvZzCUyeIuGcY+YcPkr19Mzl/bce3Q0daTPkSs8lEwtyvMObmAOAWGo5rcCi5e/+p5oZcosvcz2sDF4OeV/5zLU99tRCTycytXVvSJCKYGcu20KpeGH1bn/3A9PwNuzmZmsWXK7fx5UrLZ9PMx28hyKf2DPMFWLnzOAM6xrD5swcpKCpl9GcrypZNvM/uKq639GjK0Pcr/zxMnaWrbX11l0dX1bloNc2Zn82oMK8v1p/Q0DStOzAHy8VlVgMPKKViKv5kh6ZpemAG0Bs4CLhj+TmQFRUvwHNme5qm3QkMUUoN1zTtVmAyloJyM9BFKdW3qp8GsQ7J3QDUK9fLiaZpO4GngGTKLsDzC/B6VT8Nomnap8B2pdRsTdM6YDnf0d96vynAbGCNdZ4Oy0+ofFjhAjwxWArxECpfgGfRmYvuVPU4n8++xOyavwM5UNTCWnGBXIfa/2PlXsN/O1eP2nac7fJ9vaR2DD9zlDHP1Jzh7s7S8Mknzh/0L7P7rQnnD/qX8YmsPcMqHSX6+pp1oNgZGs6pU1+/AEj8ZVQtuDAEmI5ud9iTo2/Uuca3uVYUk46kaZqPUipX07RgYCvQUylV8QI44gJJMfnvJ8Vk3SDF5L+fFJN1gxSTdYMUkzWX8dhOhz05hoYda3yb6943Jlhk/e1HN+BdKSSFEEIIIYQQ4uLVuWJSKdW3unMQQgghhBBC/AvVsXMm61wxKYQQQgghhBBXRJW/xfrvVbdKZyGEEEIIIYQQDiE9k0IIIYQQQgjhCPq61VcnxaQQQgghhBBCOIC5jp0zWbdaK4QQQgghhBDCIaRnUgghhBBCCCEcoY71TEoxKYQQQgghhBCOUMeKybrVWiGEEEIIIYQQDiE9k0IIIYQQQgjhCHWsZ1KKSSGEEEIIIYRwALmaqxBCCCGEEEIIcR7SMymEEEIIIYQQjlDHeialmBSXxVWvq+4UnKo4O6+6U3C6ouzi6k5BOMGYZ7pWdwpONfGzrdWdgtNNvfPW6k7B6TyDvas7BacrySus7hScrigxsbpTcDqDW0x1pyDORle3vhvXrdJZCCGEEEIIIYRDSM+kEEIIIYQQQjiCDHMVQgghhBBCCHGx5GquQgghhBBCCCHEeUjPpBBCCCGEEEI4gr5u9dVJMSmEEEIIIYQQjiDDXIUQQgghhBBCiHOTnkkhhBBCCCGEcIQ61jMpxaQQQgghhBBCOEIdKybrVmuFEEIIIYQQQjiE9EwKIYQQQgghhAPUtd+ZlGJSCCGEEEIIIRyhjhWTdau1QgghhBBCCCEcQnomRY1gNpv5cupEtm/egLu7B6NfG0eT5i0qxR0+sJ/JH4yjuKiIzt168vioMeh0Otvy//vhW2bNmMr3v63EPyCAvNxcJr77BilJiZiMRm67536uG3yLM5t2Xm4xLfDpfzvo9BTu3kz+1pV2yz1ad8Wnz60YczMBKNj1J4W7N+MSGo3vdXehc/MAs5m8zcspOrCrOppw0YK6d6PJmNHo9AZOL1jIyTnf2i1v/PwoAjt1BEDv4YFbUCDr+10PQJ8t68k7fASAwqQk9jz/knOTv0QBXboS8+wIdHo9SYt/J+GHeXbLr3r6Gfw7XA2A3t0D18AAtt0yBICWH07Ap1UrcnbvJnbsq07P/VJ5tWxPyJ0PgV5P9sZVZK74X6UYn6u7E3TTXZgxUxx/gqTZ0wCIfPo1PGKaUng0ltMzP3J26lfEA99MoO2Q/uQkp/Fu2xuqOx2HWb/nMB+pZZhMJm7vdTWP3NjLbrn6Yzs/rt2OQa/Dy92NN+8fQuOoUH7fspvZyzfa4g7GJzF/7OO0qB/h7CZcNK/WVxN+98Og15O1fiXpS3+tFOPbqQfBN98NmCk6dZzT30zBvV4M4UOfQO/pCSYTaYt/IWf7Buc34BJ4t+lI+H2PotMbyFy3nLTFv1SK8e3Sk9Bb7wWg8NQxEr74BJfgUOo9+yo6vR6dwYX0lYvIXLvU2elftE3HEpm05m9MZjO3tGnIg9c0rzJu1cE4XvttC7OH9qdlRCClRhPvL9/BgeRMjCYzg1o1YPg1lb/P1FTvPNiD/h3qU1BcynOfr2XP8bRKMa4GPe891JMerSIxmeAjtY3FW48RFezN1Kf64efthl6vY/wPW1n916lqaEU1K/e9tC44bzGpadpY4D7ACJiAJ5RSWzRN+xqYpJTad7Eb1TQtBliklGpzEfcxArvLzfpRKfXhOeKfBPKVUnM1TRsOLFdKJViXHQc6K6VSL3DbfYExSqkhmqbdArQ6z7aHW9f/bBXLBgHvAt6ADsvjMOZC1qVp2jggVyk1sUJMc+ALIABwB/5USj2uaVpnYJhSauSFtLM6bd+8gYS4U3z5w68c2LeHGZ+MZ9KXcyrFffbJeJ59cSwtWrdl3Iuj2LFlI5279QQgJSmRXdu2EBpe9kXk9/9TNIhpyFsfTSYrI4Mnht5B3+sH4erq6rS2nZNOh+/Au8j4aQamnEwC73+BoiO7MaYl2YUVHthJ7ir7D25zaTHZi7/HmJmC3tuPwAfGUHw8FnNRgTNbcPH0epq+/AJ/PzOKoqRkOs2dReq6P8k/dtwWcmTSVNvt6LvvxKd52Ye4qaiI7UMfdGbGl0+vp+Go0ex78QWKU1Jo+/kXZGzcQMGJE7aQEzM+s92OuO12vJs0tU3Hz/8Rg4cH4UNudmral0WnI1R7hPhP36M0M436L44nb/d2ShLjbSGuoREEXv8f4ia9gakgD4OPn21Z5sqF6Nzc8e81sDqyvyI2zf6ZtZ/OYfjcSdWdisMYTSY++GEJX46+n/BAP+4d/zV92zWncVSoLeamrm3R+nQGYM3fB/j4p+XMHDWUwde0ZfA1bQFLITlqxvxaUUii0xN+32PETX6bkow0rnptArl/b6P4dJwtxDUskqBBt3NywmuY8vMw+PoDYCou4vR/p1GSfBqDfyAxr08kb+8uTAX51dWaC6PTE/HAE5yc+CYl6Wk0fPMTcv7aSnFCWaHgGh5JyOC7OP7By3ZtLs3M4MT7L2EuLUXn7kGj96aT+9dWSjPTq6s152U0mfl41V9Mv7MXYb5eDP9+Ndc2iaRRsJ9dXF5xCWrnEVpHBtnmrToYR7HRxLwHr6OwpJR7Zq/g+hb1ifL3dnYzLlr/DvVpGOFHr+fm07FJGOMfuZab31hQKW7kbVeTll3Atc8rdDoI8HEHYNRtHflt8xHmrtxP0+gAvn15EN1G/uDsZlS/OjbM9ZzFpKZp3YEhQEelVJGmaSGAG4BS6lEn5FdegVKqw4UGK6VmlpscDuwBEi43CaXUQmDhpdxX07Q2wKfAYKVUrKZpLsDjl5sTMA2YrJT6n3U7ba25bge2O2D9V9yW9X/Q/8ab0Ol0tGjdlrzcHNJTUwkKCbHFpKemUpCXR8s27QDof+NNbP5zra2Y/Gr6JB56eiTvvfpC2Yp1Ogry8zGbzRQU5OPr54fBYHBq287FJeIqSjNSMGVZjvwVxe7EvXFb8isUk1UxZqTYbpvysjHl56L39MFYw4tJv9atKDgVR2G85eWYvHwlIX16c7JcMVle2PXXc/zLr5yYoeP5tGhJYXw8RadPA5C6ejWBPXrZFZPlhfQfwKnZ/7VNZ+/aiV/7C377qxE8YppQkppIaVoyALk7N+LTrgsZ5YpJvx4DyFq3DFNBHgDG3GzbsoKDe/Bs2sq5SV9hh//cSvBV9ao7DYfacyyeBmGB1AsNBODGzq1Z8/cBu2LSx9PddrugqKTKg/ZLtu5hUJcLPr5crTwaNqEk+TQlqZb36Zxt6/Fp35X0csVkwLUDyVy7FFO+dd/OyQKgJPm0LcaYlUFpdhYGX/8aX0x6NmpKcfJpSlIsbc7e+ie+V19DWrliMrD3DWSs/r1SmzGWYrbG6F1c0dWCL9r7EtOpF+BNdIAPANc1r8e6wwmViskvNuzjgS7N+H77wXJzdRSWlFJqMlFUasTFoMfbrYYcwD6PGzrF8POfhwDYeTgZfy83wgI8Sc60/15xT9/m9H5BAWA2Q0ZOkWWBGXw83QDw83IjKSPPecmLanO+nslIIFUpVQRQvidP07S1WHrrtmualgtMxVJ4FgC3KqWSNE1rDHwPGIAlwPNKKZ/yG9A0zQB8CPTF0qv2mVLqiwttgLWXcT7QzzrrPqXU4TO9eMBxoDPwvaZpBUB3a9wITdNuBlyBu6zFnTcwHWhrfWzGnSnQym1vOGU9hTcDr2MpsNOAoUqpc1UBLwHvK6ViAZRSpcAM63pDgZlAA2vsaKXUhY59iQRsn2JKqd3WdfalrEd1MRBlDWkIjAS+4zIee0dKS0khJKzsiHRwaDhpqcl2xWRaajLBoeH2MSmWgmrL+j8IDg2jUZNmdusdcofGu688z7D/3EhBQT4vjxuPXl9zPsgMvv6YcjJt06bcTFwir6oU5960PW71mlCakUzuml/t7gPgEtEAncGAMfOCOturlXtYKEVJybbpouRk/Nq0rjo2IgKP6Egytu2wzdO7udFp7izMRiMnZ39L6h/rrnjOl8stJISi5LI2F6em4NuyZdWx4eG4R0SStWuns9K7Igz+QZRklA2PKs1Iwz2mqV2Ma5jlLSn6uXfQ6fWkL/6J/P1/OzVPcXmSMnMID/S3TYcH+rH7WHyluB/XbGPuys2UGI18/dwDlZYv276PqU/ffUVzdRSXgGBK0svt25lpeDSssG+HW/btBi99AHo9qb/NJ3+v/WkIHjFN0Lm4UJKSeOWTvkwugcGUppd9vpSkp+LZ2H7Yp1uEpc1XvfYROr2elAU/kLfH8j7mEhRC/dFv4hYWSbL6b43ulQRIzi0g3NfLNh3m68ne0/Y5H0jKJCknn16NI+2KyQHNoll3JIHBM3+nsMTI6H7t8LcWWDVdRJAXCWm5tunT6XlEBHnbFZN+Xpa2vHRXZ7q3iuJEUjZjZ28gNauAT37ZzrxXB/PwDa3xdHflng9+d3obaoK6djXX87V2OVBf07SDmqbN0DStz1nivIHNSqn2wDrgMev8qcBUpVQXzt4r+AiQZY3pAjymaVrDKuI8NU37q9xf+U+dbKVUVyy9flPK30kp9TOW3rmhSqkOSqkzr4hUpVRH4HPgzDDTscBqay79gI+tBebZrAe6KaWuBn7EUiyeSxtgx1mWTcXSu9gFuAP4+jzrKm8ysFrTtCWapj2naVpAxQCl1E3Wnt1HgBPAAi78sb/izGZzpXm6Coevq4pBp6OwsJD5c2dx/yNPVlq8c8smGjVpxtwFS5k2ax4zp0wgPy+38nqqTRWH6Cs0s+jIHtK+epv0OR9RfOIgfoOG2i3Xe/vhd9P9ZC+dV/nONVLlNlf53AJhNwwkZdUaMJls8zYNuY0dwx5m3+tv0eSF0XhER1+xTB2miq6YszSZkH79SVv3h12ba6Uqzxmxb7TOoMc1LJL4qW+TOHsqYfc9id7Tq4r7idqkqmf+nn5dWPz+CEbfPoAvF/9pt+yfY3F4uLnSNDrMOQlervPv2uj0BlzDojj5yRuc/moSEcOettu3Df6BRD48isTZn579zaBGqeqzqkLeegNu4ZGc+Og14mdOJPKhZ9F7Wr5ClaancuzNkRx55Qn8e/bH4Ffpa0rNUtXXjXKPgclsZsravxnVp12luL2J6Rh0On5/YjC/PnYj87YfIj6zJn3vOLuK37ug8tNsMOiICvZh28Ekbnzt/9hxKIk3h3YD4D89mvDTugN0fnYewyYsYdrT/era6YMWOr3j/mqBc2aplMoFOmEZipkCzLf2zFVUDCyy3t4BxFhvdwd+st6eR9WuB4ZpmvYXsAUIBppWEVdgLQbP/M0vt+yHcv+7V3HfqvxfFfleD7xizWUt4EFZT2FV6gHLNE3bDbwIVN29cmEGAp9at70Q8NM0zfdC7qiU+i/QEstj3RfYrGmae8U46zDlb7H03mZx4Y/9FbHo/xQjHrqPEQ/dR1BIKKnJZUdn01KSCAoOtYsPCQ0nLSXJLiY4JITE+DiSTicw4qF7efium0lNSWb0I0PJSEtl5eLf6N6nPzqdjqh69QmPjOLUiePOauJ5GXMy0fuWfajqfQIw5WbZxZgL88FoBKDwn424hNe3LdO5ueN/++PkrV9M6emqh0zWNEXJybiHl31pdA8Lozil6h7VsOuvI3nZCrt5xamW2ML4BDJ37MS3RbOq7lqjFKek4B5W1ma3kFBbOyoK6TeA1NUrq1xWmxgz03ANDLZNuwQGY8zKsIspzUwn759tYDJSmpZCcXICrqGRzk5VXIbwAF+SMsres5IysgkNOPtH16DObVjz1wG7eUu37WVQl8v5+HSu0ow0XIPK7dsBwZV62koz0sj9aysYjZSkJVOcGI+btSde7+FJvRFjSfnfPAqPHaQ2KM1IxSWobKSQa1BIFW1OJWfXFkubU5MsbY6wfz2XZqZTFH8Sr2Y1ewh7mK8nSTllQ4+TcwoI8fGwTecXl3IkNZun1Tr+89US9pxOZ8yCjexPzGDZ/lN0axiOi0FPkJcH7aKC2Z+UWdVmaoQHr2vF8vG3s3z87SRm5BEVXDaAMDLIu9JQ1YycIvILS1iy7RgAizYfpU1Dy+vhnn7N+W3TUQB2HErG3dVAkK8H4t/tvBfgUUoZsRRWa61F04P/z959h0dRdQ8c/+5ueu8hhd5Dr1IEqQJWbCPYXkTsBfTFhu9PsaFiA0FFQARU0KtY6L33IgiE3gIB0hPS2+7+/tiQZEkCBDabhJzP8/CwM3Nm5txsdrNn7qGeb5wAACAASURBVJ27wMxLwvKUUhevXRiv5rjF6IAXlVLLyrHPpcxlPL6cggHeVvnqgPuUUlZ/6TRNC6Z0k7BMQjS/YEjp2CucMxJLcV7aOC490LVYz+nFc1/hkBYFkwvNAGZomrYfSy9o8eMYsPSevqeU2l+w2hY/+2t2x70ad9xrad+OzRtZ+IeiZ98BHD6wHzcPD6shrgB+AQG4urlzKHIfTSNasnrpYu64T6New0b8vKCo4Bj+wJ18Oe1HvH18CAyuxb+7ttOyTTuSkxKJPh1FrdCqc89SfsxpHHwD0Xv7YUq7gHOz9qQumm0Vo3f3wpRhuZfMqWGrosl59Aa87x5BduQOco7ssXfq1yztwEFca9fGJTSEnLh4gm7tx4H/vVMizrVuHRw9PUndWzTvloOnJ8bsbMx5eTh6e+PVpjWnZ/9kz/SvSfqhQ7iEheNcqxa5CQkE9OnD0Q/fLxHnUrs2Bk8P0iMjKyFL28qOOo5jYAgO/oHkpyTh0b5b4UytF2X8ux2PjjeTtm0dendPHINCyLuK+4VF1dGiXhhRcUlEJyQT7OPF0p2RfPzEPVYxUbGJ1A22fNhcv+8IdYKKJisxmcws33WAmaOH2TPt65J96hiOQSE4+geRl5KEZ6ebOT/9S6uYtD3b8ep0M6lb1mDw8MQpOJTchBgwOBD67OukbllL+q4tldSC8ss6eRSnoFAcA4LJS07Eq3MPzn5nNRcgaf9sw6tLTy5sWm1pc61Q8uJiLReS0tMw5+Wid3PHtXFzkpaXnNm5Kmley5czKemcu5BBoIcrKw5H8/5tnQu3ezg7svz5ognRnv11HS/d0prmtXzZcTqOnafjGdS8Dtn5RvafT2JIB7tdpy+3WSsOMGuFZS7Nvu1qM+zWFvy9+TjtGwWRmplb4n5JgBX/nKZbRCibIs9xc8swjkZbiuWzCenc3DIMtf4IjUJ9cHYykJiabdf2VAXmGtYde6UJeJoCJqXU0YJVbbEMkbxaW7EM2fwVGFJGzDLgWU3TViul8jRNawKcVUqV567dB7Hc+/cgUNq7cxpwNb18y7DcS/miUsqsaVo7pdTlvmvBG7h4c8jVTC/5KfCHpmkblVJHNE3TY7k38gssQ4pfKIhB07S2SqmrqhA0TRsIrCr4+dXC0sN4Fig+F/XHwF6l1C/F1tniZ28THbt2Z+fWTTw5ZDDOLi6MerOouHjx8YeY9IOlY/u5/75R+NUgHbp0K5x8pyxDho1gwrixPP+fBzGbzTz+zIt4+1Sh4TVmE2mr5uFz37Po9Hqy9m3FmBiDe/dB5MWcIff4flzb98S5YUvMJhPm7ExSl/4MgHPTdjiGN0Tn6oZLS8sfubQlc8iPL3m/UlViNho5+unntJ40AZ1Bz/n5C8k8cZJ6Tz9J2sGDJK7fCEDwgP7ELbfulXSrX48mY163DAHV6zk960erWWCrLJORk5Mm0PyTz9AZ9MQtWUzWqVPUHjac9COHSN5s+XqEgD59SVyzusTuLSZMwrVOHQyurrT/9TeOfzqeCzt32LsV5WMyEa9mEPr8W+h0elK3riE3Jhq/2zWyTx8nc98uMg/+i1vzNtR56wvMZhOJf/2EqWAYetiod3EKDkPn7EK9978lbs6Uan8/5RNzvqJJry54BPjy0ZktLHjnSzbPUJWd1nVxMOgZM2QQz078GaPJzODubWkUGsTX89cQUTeU3m2aMnftDrYdPImDQY+XmwsfPH534f67jkYR7OtVOIFPtWAyETd3OuGj3rZ8NcimVeSeP4P/XUPIjjpOxr87yIzcjXtEG+qNnQhmE/HzZmHKSMfrpp64NYnA4OGJVzfLVA8xP0wiJ/pU5bbpSkwmYn7+jtr/HYtOrydlw0pyz50hYPBDZJ86Rvqe7WTs/wf3lm1p8MFkzGYTcb/OxJiRhnvdtgQNGW4ZL6nTkbT0L3Kiq/ZIGge9ntF92vLSvI2YTGbubFmPBgFefLcpkubBvvRsFFrmvve3bcj7y3YydNYKzGa4o2VdGgd6lxlflazafYY+beuwacIQsnLyeeW7tYXbln90L7e+aRnU9+HcbXz1XG/GPtaVpNRsXp5iiXvvp618+mRPnrytFWazmZe/XVvyJDVAtRi5bkNX6kH0ACYV3IOXDxyjfLOPjgJ+0jTtv8Ai4EIpMdOxDDP9R9M0HZbhtINLiXMtGI550VKl1BsFj501TduGpXdvaCn7zgSmXDIBT2nex3LP5d6CXE5hmVSoLGOB3zRNO4ulcL7s/YZKqb2apo0C5mqa5oalF/Xi3ckvAV9rmrYXy/OyHih5E2DpbgUmapp28fLPq0qpGE3TiheTo4HIYj/Dt7n6n32F0+l0PPvK66Vuu1hIAjRuFsE3sy//4WvGbwsKH/sHBPL+F19fJrry5Z48QNJJ62/Yydi0pOjxhoVkbFh46W7kHNxJ/MFqMVlvCUmbtrB9k/V1n1PfWc/Yemrq9yX2S927j51DHqnQ3CpKyrZt7Nm2zWrdmZkzrJajZ80sdd/IUS9WVFoVKvPAbk6/Z309LmmR9es34Y/ZgHVvPMDZCSV7q6u77x+q8t/SdE16tGpMj1bWPS/P39W78PEbDw4sc99OTevx8xtPVFhuFSVj/z+c3G89SVbi/F+sluN/m0n8bzOt1qVuW0/qtqo/aVhpMvbu4sRe62kfEv6yvoMp7pcZxGH9vpZxYA8n365+v/vdG4TQvYH1MN2nu5c+HPvbB4umFHFzcuCjO7tUaG4V6a0fSp/78WIhCZYeyPveW1Ai5ujZFAaPvaYvPBDVmK6siS9soaBgyiro5RsCDFVK3X2l/cp5jlOU4zsjhW0djUurUddfvGf/r7JTsLsDv2yv7BTsztmresy8Z0uBEWWN5r8xffZ1zfu9nrjmw8pOwe5OzZl35aAbjCkvv7JTsLuQrtXja2VsqcWaepWdgt2dnftUtRg/mp6ZZbPPxh5urlW+zeW5t/FadMAyqYwOSAGGV/D5hBBCCCGEEKJS1KheFiq4mFRKbQDaVPA56lXk8YUQQgghhBBClFTRPZNCCCGEEEIIUSOYaljXpBSTQgghhBBCCGEDFTkfTVWkr+wEhBBCCCGEEEJUP9IzKYQQQgghhBA2IMNchRBCCCGEEEKUWw2rJWWYqxBCCCGEEEKI8pOeSSGEEEIIIYSwARnmKoQQQgghhBCi3GQ2VyGEEEIIIYQQ4gqkZ1IIIYQQQgghbMBUiefWNG0gMBEwANOVUh9fst0ZmA10ABKBB5VSp67nnNIzKYQQQgghhBA2YDbb7l95aJpmAL4GBgERwFBN0yIuCXsCSFZKNQK+BD653vZKMSmEEEIIIYQQNmAy2+5fOXUGjimlTiilcoFfgLsvibkbmFXw+Hegr6ZpuutprwxzFddFd12/ftWPz01dKzsFu+tcN6yyUxB24Ny8Q2WnYFcT77/07+uNb2Tvtyo7BbubuOKdyk7B7kyZaZWdgt05tetd2SnYXZ2EuMpOQdiBpmljgeJvZO8qpcaWER4GnCm2HA3cVFaMUipf07QLgD+QcK05SjEphBBCCCGEEDZgy9lcCwrHsVcZXloXz6XJXE1MuUgxKYQQQgghhBA2UIkT8EQDtYsthwPnyoiJ1jTNAfAGkq7npFJMCiGEEEIIIUT1tgNorGlafeAsMAR46JKY+cB/gC3A/cBqpdR19UzKBDxCCCGEEEIIYQOVNZurUiofeAFYBhy0rFKRmqa9p2naXQVh3wP+mqYdA14B3rje9krPpBBCCCGEEELYgMmG90yWl1JqMbD4knVvF3ucDTxgy3NKz6QQQgghhBBCiHKTnkkhhBBCCCGEsIHK65esHFJMCiGEEEIIIYQNmGpYNSnDXIUQQgghhBBClJv0TAohhBBCCCGEDVTi/DuVQopJIYQQQgghhLABUw27a1KGuQohhBBCCCGEKDfpmRRCCCGEEEIIG5BhrkIIIYQQQgghyq2mzeYqxaSodGazme8mfsbOLZtwdnHh5TFjadS0WYm4o4cO8uW4seTm5NCxa3eeHjkanU5XuH3enB+Z8c1E5ixcibePD2eiTjFh3LscO3KIx558jvseetSezbpqG/cf5ZO5SzCazNzboz0jbuthtV2t3cHcNdsx6PW4OTvxzmN30jA0CIDDZ2J478cFZGTnoNPp+OV/T+Hs6FgZzSiXTUei+XTxVkwmE4M7NGX4LW1KjVux/ySv/bKan569ixZhgYXrz6ekc99X83imT3seu7mVvdK+LjWxzcVt2B3JRzN+w2gyc3/fbjx57wCr7b8sW8/cpevR6/W4uzgz9pmHaFQ7pJKyvXYb9x/jE7UMk8nEvTe344mBN1ttV+t28svanRj0OtycnXj7kTtoGBrIom37mLl8c2HckbOx/PrWUzSrXcveTbCpR78fT6s7+pAWl8j7rQZceYdqYmPkCT75faXlee7ehidu7Wq1XW3YzS/r/8GgK3ieHxpIw5AA8oxGxv68hINnYjEaTdx5U0tGDOhaxlmqlk2Hohg/fyMmk4l7OkcwvE+HUuNW7D3Gqz8u4+eXHqBF7SBSMrIZ/eNSIs/EclfH5rx5T087Z35tNmzfzUff/IDRZOL+QX15cug9Vttn/r6A3xevwsGgx9fHiw9GP09YcCBnY+MZOfZTjCYT+fn5PDx4EEPurD6/+y/3b0K3hv5k5xt5f8FBjsSmlYj5+uH2+Hs4kZNvAmDU3N0kZ+bRtrYPo/o3pmGQB2//FcmaQ3H2Tl9UAikmy0nTNCOwD9ABRuAFpdTmy+91TeeZCfQHGiilcjRNCwB2KqXqXcOxegGjlVJ3XCamI/CYUuqla8v42u3cuolzZ84w7Zc/ORy5n68/+4gvp80qEffN5x/x4mtv0axFK94ZPZJdWzfTsWt3AOJjY9izcxuBwUUfvDy9vHh61Gi2rF9rr6aUm9Fk4sOfFzH1lceo5evFkA+m0rtt08JiEeC2m1qh9eoEwJo9h/j012VMeflR8o1G3pz+Bx+NuJemtWuRkp6Jg8FQWU25akaTiY8XbObbxwcS7OXOw1Pmc0vzOjQM8rWKy8jJZe6WSFqFB5Y4xmeLt9G9cbi9Ur5uNbHNxRmNJj6Y9ivT336JYH8fHnz9E3p3am1VLN7RoxNDBlg+ZK7esZfxM+cx9f9eqKyUr4nRZGLc3CVMHfUIwb5eDP1oOr1aN6VhaNHzeVvnVmi3dARgzb+H+fS35UwZ+TC339SK22+yXCQ4cjaWkd/8Wu0LSYAtM39n7eRZDJv9RWWnYjNGk4lxajlTXxxCsI8nQ8fPpFerxjQMCSiMua1jBFqPdgCs2XuUT+etYsoLD7L8n0Pk5Rv5460nyMrN4573pzGoY3PC/H0qqzlXxWgy8dGf65ny1F0Ee3vw8Fe/cUuL+jQM9rOKy8jOZe7GvbSqE1y4ztnRwPMDOnMsJoljMUn2Tv2aGI1GPpg0nemfvE1woB8PPv8Gvbt1pFHd2oUxzRvV57dvPsHVxZlf5i/j86k/8sX/vUKgnw9zJn6Ik5MjGVlZ3D3iFfp07URQgN9lzlg1dG3oT20/Vx6YsoUWoV68NrApI2btLDV27N+RHIqxLjRjUrN5f8FBHu5Sxx7pVlk1bZirTMBTfllKqbZKqTbAm8BHV7ujpmk6TdPK8zM3AsPLm+C1UErtrIxCEmDrhnX0GXgbOp2OZi1bkZGeRlJCglVMUkICmRkZNG/ZGp1OR5+Bt7Flw9rC7dMmfcHjz75k1VPp4+tHk+YtcHCoutdM9p08S50gP2oH+uHo4MCgzi1Zs+eQVYyHq0vh46ycPMtlDGBz5HGahAfTtOADp4+HGwZ91X9J74+Op7a/F+F+Xjg6GBjQqgFrD54uEffNyn8Y1qM1Tg7WBfKaA6cI9/MsUYhVZTWxzcXtO3aKOrUCqV0rACdHBwbd3IHVO/61ivFwcy18nJWdU/h7Xp3sP3mWOkG+hAf64uhgYGDHFqz597BVjIerc+HjrJw8dKW0c8n2/Qzq1LKi07WLYxu2k5l0obLTsKn9p85TJ9CX8AAfy/PcIYI1e49axVg9z7l5hX+bdDodmTm55BtN5OTm4+hgwMPFmapu/+k4agd4E+7vbXkPa9uYtZEnS8R9vWwbw3q1t3oPc3VypF390BLva1XZvsPHqBNai9qhwTg5OjKoV3dWb9phFXNT25a4Fjx3rZs3JjYhEQAnR0ecnCwjhPJy8zFVozGPPZsEsmRfDACR51LxcHHA393pqvePuZDN8fh0TDWtmrqECbPN/lUHVfdTdvXgBSQDaJrmAfwN+AKOwP+UUn9rmlYPWAKsAboCgzVNawq8CzgDx4HHlVLppRx/AvCypmnTiq+8tKdR07TJWHotZ2qa1gmYCLgDOUDfS/Z1ByYBrbA8/2ML8rQ6pj0lJsQTGFR0BT4gKJjEhDj8AgKKxcThHxh8SUw8AFs3rsM/IIgGjZvYL2kbiUtOpZavd+FysK83e09El4ibu3obs1dsIS/fyPejhwEQFZuITgdPfzmb5LRMBnZqyfBBN5fYt6qJS80k2Nu9cDnYy4390fFWMYfOJRBzIYOezeowe+O+wvVZuXn8sGEvU4YNslpf1dXENhcXm5RCrYCiQriWny97j54qETdnyTpmLVhFXn4+M8aOsmOGthGbkkaw1evZi30nz5aI+2XNDmav3Eqe0cj0l0sOv1+28wATn3uwQnMV187yPHsWLgf7eLLv1LkScb+s28Xs1TvIyzcyfeRQAPq3a8ravUfpO2YSWbn5vHZfX7zdXUvsW9XEpaZTy8ejcDnY24N9p2OtYg6djSc2JZ2eEfWYtW63vVO0qdiEJGoFFX0GqRXoz95DR8uM/2Ppanp0ale4fD4ugWffGsfpczGMfurRatErCRDo4UxsanbhcnxaDoGeziRm5JaI/d8dERjNZtYeiuOHTafsmKWoaqp+N0bV46pp2h5N0w4B04H3C9ZnA/copdoDvYHPNU27eM25KTBbKdUOyAD+B/QriN0JvFLGuU4DG4GrutlP0zQn4FdgZEHPaT8g65Kwt4DVSqlOBXl+WlBgVhpzqVewdFeM0aEjOzubX2fN4JERz1RQdhWr1JaX0lMxtM9NLPloFC/f35+pC9cBlmFHu4+d5uMR9zHr9eGs2n2QrQdPVGzCFaVYo00mM58t3sZ/B3UuEfbtqn94pFtL3Jyr/n2hV1SD2nwVL3EAHhp0C8u+eY9XHr2H7+YtqfC87KG0DtYhvTux+MMXGXVvX6Yu3mC1be/JaFycHGkcFlTKnqKqKu19e8gtHVj87jOMGtyLqUstd8PsP3UevU7HynEvsOS9Z5i1ajvRCSl2zrb8SnsNF2+zyWTm0/kbeeXO7vZLqgJdzeeSi+avXM/+w8cZrt1duC4kKIC/pn3B0lmT+Xv5OhKSq/5zDJTaxNJ+EmP/juSR6dt49sddtKntw6CW1X9Ivi2Zzbb7Vx1Iz2T5ZSml2gJomtYVmK1pWkssL8Fxmqb1BExAGHCxKy1KKbW14HEXIALYpGkagBOw5TLnGwfMBxZdRW5NgfNKqR0ASqnUgjyLx9wK3KVp2uiCZRfA7oPbF85TLF3wFwBNmkcQHxdTuC0hLhb/AOt7xgICg0mMj7WK8QsIIOZsNLHnz/HCMMtV34T4OEYOf5gvps3Czz+Aqi7Y14uY5KIhYLHJFwjy8SwzflCnlnzw08LCfTs0qYevp+VaQI9WjTkYdY4uzRtUbNLXKcjLjdgLGYXLsamZBHq6FS5n5OZxPC6ZEd8vBiAxPYtRP61kwiP92B8dz8rIU0xYtoO07Fz0OnByMDCkS4Td21EeNbHNxdXy9yEmIblwOSYpmSA/7zLjb+vegfemzrVHajYV7ONJrNXrOZXAy72eO7bkw58XW61buiOSQZ1aVFiO4vpZnueie8ViU9II9L7M89whgg9/WQ7A4p0H6B7RAEeDAX9Pd9o1CCMy6jzhAVX7nslgbw9iUooGUMVeSCfQq+g6dEZOLsdjkhgxxfJ3PTEtk1EzFzFh2O20qF39LozUCvQnJq7odpuY+ESC/EveZrB5116mzpnHrM/fKxzaWlxQgB8N69Vm176DDOhZNSdauq9DOHe1DQXg4LlUgr1cAMv7WKCnMwlpOSX2iU+3rMvMNbI8MpaIUC+W7I8pEVdT1bRhvlJMXgel1JaCiXECgdsK/u+glMrTNO0UlkINLL2RF+mAFUqpoVd5jmOapu0BileE+Vj3Kl88j47SLyIVpwPuU0pZ3cijaVpwGfEV4o77NO64z9Kk7Zs3snCe4pZ+AzgcuR93Dw+rIa4AfgEBuLq5c2j/Ppq2aMnqpYu5836Neg0bMWfhisK4x++/kwnTf8Tbp2r/Yb6oZb1QomKTiI5PJtjXkyXb9/PJk/dbxUTFJlI32B+A9XuPUifI8rhbi0b8sHQTWTm5ODoY2Hkkisf6V80/VsW1CAvkdGIqZ5PSCPJyY9m+E3z0QK/C7Z4uTqwZ80jh8ojpi3h5UGdahAUy48miUdhTVv2Dm7NjtSiqamKbi2vZqC5R5+OIjk0gyM+HJRt3MX7U41Yxp87FUa9g4ql1u/ZTN6T6fQBtUS+MqLgkohOSCfbxYunOSD5+wnoGSKvX874j1AkqGv5mMplZvusAMwuGsouqqUXdkILnOYVgH0+W7jrAx8PusoqJikuibsFzuz7yGHUK7ncO8fVi+5Eo7ujcgqzcPPaeOscjfTrZvQ3l1aJ2EKcTLnA2KZUgL3eW7TnKuIf6F273dHVm7btPFC4/8e2fvHJH92pZSAK0bNqIqLPniT4fS1CAH0vWbmL8GOuh9weOnuDdCd/x3Uf/w7/Y8PaY+ER8vDxwcXbmQlo6u/cfYth9dr+D6KrN2xXNvF2W22u6NfTn/o7hrDgQS4tQLzJy8ksMcTXodHi4OHAhKw+DXkf3xgHsPFk9JlYSFUOKyeugaVozwAAkAt5AXEEh2RuoW8ZuW4GvNU1rVFAougHhSqkjlznVh1j3TEYBEZqmOWMpJPtiGQ57CAjVNK2TUmqHpmmelBzmugx4UdO0F5VSZk3T2imlKvXmhk5du7NzyyZGPDi44KtB3inc9sKwh5g8cw4Az49+gy8/HEtOTg4du3SjY5fLD6dJSkxg1IjHyMzIQK/X8fdvc5nyk8LN3eOy+9mTg8HAmIdu45kJP2I0mbinezsahQUx+a/VtKgXSu+2zZi7ehtbD57AwWDAy82FD4dbPpx6u7vyaP+uDP1wKjp09GjVmJ6tq/59ow4GPa/f0ZXnZi3FZDJzd4cmNAz25ZuVu4gIC6BX87JeOtVXTWxzcQ4GA2+NeJAn359s+VqBPl1pXCeUSXMX0KJRXfp0as2cJWvZsvcwDg4GvN1dGffCY5Wddrk5GPSMGTKIZyf+jNFkZnD3tjQKDeLr+WuIqBtK7zZNmbt2B9sOnsTBoMfLzYUPHi8aGrfraBTBvl6EB1bPiZZK88Scr2jSqwseAb58dGYLC975ks0zVGWndV0cDHrGaLfy7Ne/Wp7nrq1pFBrI1wvXE1EnhN6tGzN33S62HYoqep4fvR2AIT3b838/LeLeD77HjJm7u7SmSTUY0uxg0PPG4B48O22+5T2sc3Ma1fLnm2XbiAgPoleL+pfdf9C42WRk55JnNLIm8gTfPnlXiZlgqxIHg4G3XhzBk298YHnPGtiHxvVqM2nmL7Ro0pA+3Trx2dQfyczK5uX3PwcgNCiAr99/gxOnoxk/ZRY6nQ6z2czjD9xFkwbV4z1+8/FEujUK4Ldnu5KTZ+KDhQcKt816ojP/+X47jg46Jgxpi4NBh16nY8epZP7eY7k3vHmIJx/f1xpPF0dubhTIiB71eXjatspqTqUxmio7A/vSlT4uXJSl2FeDgKWXb4xSalFBD+UCLJPv7AG6A4MK4hYqpVoWO0Yf4BMsE/CAZbKe+ZecZ2bBfr8XLP8BtL/41SCapo0H7gaOArnA/GIT8EwCXLEUkv2AjhRMrqNpmiuWiX26FeR/qmB9L65hAp5j8Wk16heozqGrGW18Y8mPKTnrqLjxODcv/TvjblT5CTVvSNbI3m9Vdgp2N3HFO1cOusGYMkt+L+CNzqld78pOwe5u/rHmfYfjljF9q8U83ztOJ9vss3GnOr5Vvs1STIrrIsXkjU+KyZpBiskbnxSTNYMUkzWDFJNVV00rJmWYqxBCCCGEEELYgLGGddRJMSmEEEIIIYQQNlDTZnOV75kUQgghhBBCCFFu0jMphBBCCCGEEDZQ02ZzlWJSCCGEEEIIIWxAhrkKIYQQQgghhBBXID2TQgghhBBCCGEDMpurEEIIIYQQQohyM9WsWlKGuQohhBBCCCGEKD/pmRRCCCGEEEIIGzDWsK5JKSaFEEIIIYQQwgZkNlchhBBCCCGEEOIKpGdSCCGEEEIIIWzAWLM6JqWYFNcnv4aNC49dtqKyU7C7o/P3VXYKdufgWvPeGr3CV1V2Cnbl6u9e2SnY3cQV71R2CnY3sv+7lZ2C3T1zb9PKTsHuIgLDKjsFuzuwcldlp2B/Y/pWdgZXRYa5CiGEEEIIIYQQV1DzLr8LIYQQQgghRAWQ2VyFEEIIIYQQQpSbDHMVQgghhBBCCCGuQHomhRBCCCGEEMIGZDZXIYQQQgghhBDlJsNchRBCCCGEEEKIK5CeSSGEEEIIIYSwAZPM5iqEEEIIIYQQorxq2j2TMsxVCCGEEEIIIUS5Sc+kEEIIIYQQQthATZuAR4pJIYQQQgghhLABYw0rJmWYqxBCCCGEEEKIcpOeSSGEEEIIIYSwAZnNVYhKZjabmfbV5+zauglnZxdGvvkODZs2KxF37PBBvhr3Ljm5OXTo0p0nX/ovOp0OgIXzfmXRHwqDwUDHrjcz7NmX7N2Mq+bSuCU+tw0FvY6MXRtIW7/Eartbu+74DHwAY2oyAOlbV5OxawMABm8//O4ZhsHLF4D42RMwpiTatwHXwK97njOrxgAAIABJREFUFxq//l90ej3n//ibqBmzrbY3evVlfDt1AMDg4oKjny8bbu4LgHOtYJqPfQvnWsFgNvPv8y+Tfe683dtQXr5dbqLhK6PQ6Q3EzF/Amdk/Wm1vMOolfDq0B0Dv4oKTry+b+w0o3G5wd6PjL3NJWLeO4599Ydfcr5Vn246EDX8Gnd5A4qolxP2pSsT4dOtJLe0RzED2qRNETfgYj5ZtCBv2dGGMc1htor4cx4XtW+yY/bVxa9GO4AeHg17PhY0rSVr6Z4kYzw7d8L/zQcBMzplTnP9+As7h9Qh++Gn0rq5gMpG4eB5pOzfZvwHXYGPkCT75fSUmk4l7u7fhiVu7Wm1XG3bzy/p/MOh0uDk78fZDA2kYEkCe0cjYn5dw8EwsRqOJO29qyYgBXcs4S/Xx6PfjaXVHH9LiEnm/1YAr71AN1MTX8sa9R/hkzkKMJhP39uzEiDtusdquVm9j7uqtGHR63FyceGfYYBqGBRduP5+Ywt1jJvDc4L4MG9TD3ulfs09euINbb2pKZnYuz42fx79Hz1lt93B1YsnEpwqXwwK9+XXlHt78ehEA99zSijf+0xczZvYfj2HEh7/aNf+qoKbN5nrDFJOaphmBfYAOMAIvKKU2a5pWD1iolGppg3P0AkYrpe4oZVtn4DMgGDADG4GXgNeAdKXUZ9d7/mtR0P5uSqk5BcsdgceUUlW2utq1dTPno08zZc4fHDmwn2+/+JjPvptZIm7K5x/z3KtjaNqiFe+9NpJ/tm2mQ5fu7P1nJ9s2ruOrH+bi6ORESnKS/RtxtXQ6fO98mLgfPseYmkzwM/9H1sE95MdbF0eZ+7aTsnBOid397n+C1LWLyDl+AJ2TM1SHcfp6PU3HvMbup14gJzaOjnNnEb92A5knThaGHPv0y8LH4UM1PJo1KVyO+HAsp6b9QPLW7RhcXTGbTXZN/5ro9TR6dTT7XhxJTlwc7WZ+T+KGDWSePFUYcmLCV4WPQx+4H4+mTawOUe/pp7iwe7e9Mr5+ej3hTz7P8ffeJC8xgSafTOLCjq3kRJ8uDHEKCSXongc5+tYrGDPScfDyBiB9/78cHv0cAAYPT5pP/oHUPf9USjPKRacn+KEnif7yXfKSE6k7Zjzp/+4g93x0YYhjUAh+g+7l9PgxmDIzMHha2mzKzeH8D1+RF3ceg7cv9f73GRmRuzFlZVZWa66K0WRinFrO1BeHEOzjydDxM+nVqjENQwIKY27rGIHWox0Aa/Ye5dN5q5jywoMs/+cQeflG/njrCbJy87jn/WkM6ticMH+fymqOTWyZ+TtrJ89i2OzqcdHnimrga9loMvHhj/OZ+upwavl5MeTdb+jdrplVsXhb1zZofW4CYM3ug3w6dzFTRj9euH38nEXc3KpJiWNXZf1vakLDMH/aPfo5HZvX5otRd9P3+W+tYtKzcunx1OTC5XVTnmfBhkgAGoT588pDtzDgpSmkpGcT4ONu1/yripo2Ac+NdM9kllKqrVKqDfAm8JG9TqxpWjDwG/C6Uqop0BxYCnhe5f46TdMq6rmoBzx0cUEptbMqF5IA2zeuo/eA29HpdDRt0YqM9DSSEhKsYpISEsjMzKBZy9bodDp6D7idbRvWAbD073nc9/B/cHRyAsDH18/ubbhaTuENyEuMw5icAEYjmfu249q83VXt6xAYgk5vIOf4AQDMuTmY83IrMl2b8GrZgszT0WSfPYc5P5+4pcsJ7N2zzPjgQbcSu2Q5AG4N6qMzGEjeuh0AY1YWpuwcu+R9PTwjIsiKjib7nKXN8StW4t+z7CvVgbf2J275isJlj2ZNcfTzI3nbdnukaxNujZqSE3OO3NgYzPn5JG9ci3cn614n/36DSFi6AGNGOgD5qRdKHMen682k7t6BObfqP88u9RuRF3eevIRYMOaTtmMjHm06W8X49OhHytqlmDIzADCmWdqcF3eevDjLRSTjhWTyUy8UFppV2f5T56kT6Et4gA+ODgYGdohgzd6jVjEers6Fj7Ny8wpHkOh0OjJzcsk3msjJzcfRwYCHizPV3bEN28lMKvm7XF3VxNfyvhPR1An2p3aQH44ODgy6qTVrdh+0ivFwdSl8nJWTCwW/1wCrdh0gPNCPRmFBdsvZFm7vFsHcFZaLljsPnsHbw4Vgv7I/yjYI8yfAx53Ne08BMOz2Tkz7eysp6dkAJKRkVHjOovLdMD2Tl/ACki9dWdBL9yNw8VLJxd7LXsBYIAFoCewCHlFKmTVNGwhMKNhW1uW054FZSqktAEopM/B7wTkBIjRNWwvUASYopb4qyGUJsAboCgzWNK0bMAZL7+oipdTrBcdIB74G+hW0awwwvuB4o5RS88tqG/Ax0FzTtD3ALGA3Bb2rmqaNLThGg+K5Xf5HW/ESE+IJCCq6+hcQGERiQhx+AQHFYuLwDyx6k/YPDCIxIR6Ac2eiOLB3Dz9N+xYnJycef24kjZu3sF8DysHg5YPxQlHPqTE1Gafw+iXi3Fp0wLleE/ITYklZ8gvGC8k4BtTClJWJ/9DncPANJPv4AS4s/73K9046BweSExtbuJwTG4dXq9KfH5eQWriEhZK8fScAbnXrkJ+WTssvPsE1LJSkbds5PuFrMFXt3knnoEvaHBePZ4uI0mNr1cIlNISUnbssK3Q6Grz0IofHvodPp472SNcmHP38ySt4TQLkJSXg1th6uLpLaDgAjT78Ap1eT8yvP5G2Z6dVjE/3XsQv+KPiE7YBBx9/8pKKhpnnpyTiUr+xVYxjcCgAdV4bB3o9CQt+JTPSusfZpV4jdA4O5MXHVHzS1yk2JY1g36IPm8E+nuw7da5E3C/rdjF79Q7y8o1MHzkUgP7tmrJ271H6jplEVm4+r93XF293V7vlLq5OTXwtxyVfoJZf0cWcYF9v9p44UyJu7sotzF62iTyjke9fewKAzJxcZixex7RXhzNzyQa75WwLIQFenI0ruhBwLj6V0AAvYpPSSo2/v08b/ly7r3C5Ybjlc9qyr57GoNfx0axVrNpxtNR9b2Qym2v15app2h5N0w4B04H3S4mJA/orpdoDDwLFC6d2wCggAktx1V3TNBdgGnAn0AOoVca5LxagZWkGDAA6A+9omuZYsL4pMFsp1Q7IAz4B+gBtgU6apg0uiHMH1iqlOgBpwAdAf+Ae4L0rtO0NYENBr23R2MEr51ZpzKW8CHXFrvgVBJUSY/nfaDSSnpbGp1N+YNizIxn/zphSj1k16EquuiTV7EN7OPfZ68ROHkv28QP43Wf5g4Vej3O9xqQsVcROeR8Hv0Dc23ev+JSvW8k2l/X0BA28lbgVqwuLRZ2DAZ/2bTn2+UR2PjQM1/AwQu4uMeq8eiij0YH9+5Gwek1hm0Pvu5ekzVvIiYuzZ3bX79LXLJRss96Ac0gYx95+lagvP6L2c6MwuBUNi3Lw8cO1Tj1SL/lQWmWV0uRLX886vQHHoFBOf/5/nJ/2BbUeew69q1vhdoO3LyHDRxIzc3KVvzBUltKe+iG3dGDxu88wanAvpi7dDFh6NfU6HSvHvcCS955h1qrtRCek2DlbcUU18LVc2kuvtJf30H5dWfLpaF5+YABTF6wB4Js/V/LogO64VcNe9tKf6rLfh+7r3ZrfV/1buOxg0NMg3J/bX57GEx/8yqTR9+Lt7lLm/jcqo8lss3/VwY3UM5mllGoLoGlaV2C2pmmX3ifpCEzWNK0tlvsqiw9m366Uii7Yfw+W4aHpwEml1NGC9T8BT1F+i5RSOUCOpmlxWO6rBIhSSm0teNwJS8EYX3Cun4GewF9ALpZhs2C5LzRHKZWnadq+gjyv1Lby5hZ9hX1sbtEfihUL/wKgUbMIEuKKenES4uPw8w+0ivcPDCYxvujDdWKxGP/AILr27I1Op6NJRAv0eh2pF1Lw9vG1Q0vKx5iajMG7aBiuwcsXY5r1hylTVtEwkYyd6/EZcL9l3wvJ5J4/bRkiC2Qd3I1TeAMst+tWXTmxcTgHF/U8OwcHkRsfX2ps8MD+HB433mrftEOHyT5r6flIWL0Or9YtOV9yjpMqJScu3rrNQYHkXjJ0+6Kg/v049mnRLdZerVri1bYNoffdi8HNFZ2jI8bMLE59822p+1cVeYkJOAYUvW4d/QKseu0uxmQePQhGI7lxseScjcYpJIys40cA8Onek5Ttm8FotGvu1yo/ORFHP//CZQcff/JTkkrEZJ04AkYjeYlx5MacxSkolOyoY+hdXAl/8S3i/55D9skj9k7/mgT7eBKbXNRrEZuSRqB32cPiBnWI4MNfLMPWF+88QPeIBjgaDPh7utOuQRiRUecJD6je90zeaGriaznYz5uYYkOVY5MvEOTrVWb8oJta88HsvwHYd+IMK3bs58tfl5KWmY1Or8PJ0YGH+lXNyaVG3N2F/9xuGfWy+/BZwoKKemRDA704n1h6r2TLBrVwMOjZU2yCnnPxF9hx8Az5RhNRMckcO5NAw3B//jl8tmIbISrVjdQzWahguGkAEHjJppeBWKAN0BFwKrat+CB+I0WF9tVcFogEOlxme1nHLj6YvLSLXhflFQydBTBdPJ5SylTsWJdr2+WUlZtd3X6vxoQZc5gwYw5devRizbJFmM1mDkfuw93dw2qIK4BfQACubm4cjtyH2WxmzbJFdL7ZMtPaTT16sfefHQCcPRNFXl4eXt5V88NJ7tmTOPoHY/ANAIMBt1adyTq0xypG71H0xu7arC15BZPz5J49id7FHb2bBwAuDZqRH19yeFlVkxZ5ALe6tXEJC0Xn4EDQwFtJWFtyKJBbvTo4eHmS+m/REJrU/Qdw8PLC0dfyfPp27kjG8ZMl9q1q0g4exLV2OC4hIegcHAjs34/E9SWLftc6dXDw9CR13/7CdYfeeZftd9/L9nvu48RXk4ldvKTKF5IAmccO4xwShlNQMDoHB3xv7kXqzq1WMRe2b8ajRRsADJ5eOIeGkxtbNPmU7829SNm41p5pX5fsU8dwDArB0T8IDA54drqZ9H93WMWk7dmOW1PLdU6DhydOwaHkJsSAwYHQZ18ndcta0ndV/ZkuL2pRN4SouCSiE1LIyzeydNcBerVqZBUTFVdUUK+PPEadIMuFvRBfL7YficJsNpOZk8veU+eoX8sfUbXUxNdyy/phRMUmEB2fRF5+Pku27aVXu+ZWMVExRRcE1/97mDrBls8ps8Y8zbLPX2PZ56/xyK3dePKOXlW2kASY/vdWejw1mR5PTWbhxgMM7W+Zt6Fj89qkZmSXPcS1bxt+X/2v1bqFmw7Qo20DAPy83GgY7s/J81V4EsQKIj2TNwBN05oBBiARcCu2yRuIVkqZNE37T0HM5RwC6mua1lApdRwYWkbcZGC7pmmLlFLbCnJ4BFhZjrS3ARM1TQvAcl/kUGBSOfYvq21pXOVEQFVFhy7d2bllE88MvQdnZxdefPPtwm2jhj/EhBmWWU2feeUNvvroXXJzcmh/Uzc6dOkGQL/b7mLSx+/x4n8exMHBkVFjxpYcJltVmEwkL/yZwP+8jE6vJ33XRvLjzuHV925yz54i+9C/eHbti2uztphNJkxZGSTNm2HZ12wmZakicPhoQEfeuSjSd66v1OZcDbPRyJFxn9L226/QGfSc+2sBGcdPUP+5p0g7cLCwsAweNIC4pSusdzaZOPb5RNpN+xp0OtIOHOLcvL8qoRXlZDRy7LMvaPnVl5avBlmwkMyTJ6n71AjSDh4iaYOlsAy6tT9xK8rztlGFmUxET/+aBv83Dp1eT9Lq5WSfiaLWkMfIPHaE1J1bSduzE8+27Wk2YSpmk4lzs6dhTLd8cHEKDMbRP5D0yL2V3JByMJmImzud8FFvW74aZNMqcs+fwf+uIWRHHSfj3x1kRu7GPaIN9cZOBLOJ+HmzMGWk43VTT9yaRGDw8MSrW28AYn6YRE70qcpt0xU4GPSM0W7l2a9/xWgyM7hraxqFBvL1wvVE1Amhd+vGzF23i22HonAw6PFyc+GDR28HYEjP9vzfT4u494PvMWPm7i6taVLNJiwpzRNzvqJJry54BPjy0ZktLHjnSzbPKPlVGtVGDXwtOxgMjHnkLp757AeMJjP39OhAo7BgJv+xghb1w+ndrjlzV21ha+RxHAwGvNxd+PDJ+ys77eu2fNthbr2pKXt++i+Z2Xk8P35e4bYNU1+wmsX1nltacf+bs6z2X7XjKH06NmbbjFEYTSbe/m4pyalZdsu/qqguRaCt6KruvWTlU+yrQcDSyzdGKbWo+FeDaJrWGJgHZGKZ+OZFpZTHpV/5oWnaZGCnUmrmJRPwbARalvHVIF2xTIoThKX3cD2W3kKrrwbRNG0/cHF/q68s0TTtISwz0eqAxUqp1wrWpyulPAoej73keOkFbSirbY5YhsgGADMpOQFPidyUUqeu9ud+KDb1xvgFukruk16u7BTs7uj8fVcOusE4uN6Q19kuyyu8Wl1zum6u/jVvyvp62p2VnYLdjez/bmWnYHfP3Nu0slOwu4jR13IHUvUW+Nblpuq4MV1YPa6K9gxY+3TdMZt9Nn71lkZVvs03TDEpKocUkzc+KSZrBikmb3xSTNYMUkzWDFJMVl0frzlqs8/Gb/RuXOXbXPM+MQkhhBBCCCFEBahpw1xvyAl4hBBCCCGEEEJULOmZFEIIIYQQQggbqGk9k1JMCiGEEEIIIYQN1LRiUoa5CiGEEEIIIYQoN+mZFEIIIYQQQggbqGk9k1JMCiGEEEIIIYQN1LRiUoa5CiGEEEIIIYQoN+mZFEIIIYQQQggbqGk9k1JMCiGEEEIIIYQN5NewYlKGuQohhBBCCCGEKDfpmRRCCCGEEEIIG5BhrkIIIYQQQgghyk2KSSHKQaer7Azsy8HdpbJTsDtnL+fKTkHYgUeId2WnYFd5GdmVnYLdmTLTKjsFu3vm3qaVnYLdTfnjcGWnYHdfPHSyslOwOydP38pOQQhAikkhhBBCCCGEsAmjWXomhRBCCCGEEEKUU00b5iqzuQohhBBCCCGEKDfpmRRCCCGEEEIIG6iqPZOapvkBvwL1gFOAppRKLiPWCzgI/KmUeuFyx5WeSSGEEEIIIYSwAaPJbLN/NvYGsEop1RhYVbBclveBdVdzUCkmhRBCCCGEEOLGdjcwq+DxLGBwaUGapnUAgoHlV3NQKSaFEEIIIYQQwgaMJpPN/tlYsFLqPEDB/0GXBmiapgc+B1692oPKPZNCCCGEEEIIYQO2HJ6qadpY4J1iq95VSo29TPxKoFYpm966ylM+ByxWSp3RNO2qdpBiUgghhBBCCCGqmILCcWw54vuVtU3TtFhN00KUUuc1TQsB4koJ6wr00DTtOcADcNI0LV0pVeb9lVJMCiGEEEIIIYQNVNXZXIH5wH+Ajwv+//vSAKXUwxcfa5o2DOh4uUISpJgUQgghhBBCCJvIr7rF5MeA0jTtCeA08ACApmkdgWeUUiOu5aBSTAohhBBCCCHEDUwplQj0LWX9TqBEIamUmgnMvNJxpZgUQgghhBBCCBuowsNcK4QUk0IIIYQQQghhA1JMCmFnZrOZaRM/Z+fWTTg7uzBqzDs0bNqsRNyxwweZOO5dcnJy6NilO0+O/C86nY45M6ayfMFfePv4APDoU8/TsWv3wv3iY2N4/lGNoY8/yT1DH7Vbu66Wc4MIvPrdD3o9mXs2kbF1hdV211Zd8OwzGFPaBQAydq0j69/Nhdt1Ti4EPvV/ZB/5l9Tlyq65XyufmzrTYORI0OuJXbiQsz/9bLW9/osv4tW+HQAGFxccfXzYNug2nIODaTbuQ9Dr0Ts4cP73ecT8XeL+8SrpWtvs3qgRDUb/Fwd3d8xGE9GzZ5OwenVlNOG6uDVvQ8D9j4NeT+rmVaSsKPm8ebTrit9tD2DGTO7ZKGJnflUJmV4f95btCX5oBDq9gZT1y0lcPK9EjGen7gTePRSA7DMnOffd5zj4BxL+wpvo9Hp0BgeSVi4kZe1Se6d/TTYdimL8/I2YTCbu6RzB8D4dSo1bsfcYr/64jJ9feoAWtYNIychm9I9LiTwTy10dm/PmPT3tnPm182zbkbDhz6DTG0hctYS4P0u+9/p060kt7RHMQPapE0RN+BiPlm0IG/Z0YYxzWG2ivhzHhe1b7Ji97T36/Xha3dGHtLhE3m81oLLTsYlNR87w6cItmExmBndqyvBb2pYat2LfCV6bu4qfnhtMi/BA9p+J4/2/NgBgNsMzfdvTp0V9e6Z+XcY92Yd+HRqQmZPPSxMXs/eE9YSf7q6OLBz3UOFySIAHv689wP++X8Mzd3XkkVtbkW80k3ghk5GTlhIdn2rvJgg7u6GLSU3TzMAXSqn/FiyPBjwu9/0sFZDDTGChUur3Utb3BxoopXI0TQsAdiql6l3DOXoBo5VSd1zPvpqm3QVEKKU+Lu9xrseurZs5F32a7+b+weED+/n284/5bOrMEnHffv4xz786hqYtWvHuqyP5Z9tmOnSxFI13a0PLLBSnT/qC9jd1q8gmXDudDq9bNZJ+mYQxNYWAYa+Rc3Qf+YkxVmHZB/8ps1D07HkHuaeP2iNb29DrafDKK0S+/DK5cfG0mT6NpI2byDp1qjDk5KRJhY9D7rsP9yaNAchNTGTvM89izstD7+pKu9mzSNq4kdzERHu3onyuo83GnByOfvAh2dHROPn70+b770nevh1jerq9W3HtdDoCtSc4O/kD8lMSqf3qR2Ts20lezNnCEMfAWvjeOpjoL/4PU1YGBg+vSkz4Gun01Hr0aU5/9jZ5SYnUf/tz0vZsJ/fcmcIQx+AQAm5/gFPjXseUmYHB0xuA/JRkoj58DXN+PjpnFxp8MIn0PdvJT0mqrNZcFaPJxEd/rmfKU3cR7O3Bw1/9xi0t6tMw2M8qLiM7l7kb99KqTnDhOmdHA88P6MyxmCSOxVTtdlrR6wl/8nmOv/cmeYkJNPlkEhd2bCUn+nRhiFNIKEH3PMjRt17BmJGOg5fleU7f/y+HRz8HgMHDk+aTfyB1zz+V0gxb2jLzd9ZOnsWw2V9Udio2YTSZ+Hj+Jr4dfhvBXu48/M1f3NKsLg2Dfa3iMnJymbslkla1i777vWGwHz8/dw8OBj3xqZk8OGkePZvVxcGgt3czyq1fh/o0CPGl8zPT6dAkhPHP9mfgq9YXPjOy8uj98qzC5ZWfP8qiLZbPIPtOxtL/lT1k5eYzbGBb3hl2C09+usCubagKalrPZNX/zb4+OcC9BYVauWmaVtHFthEYXsHnuGpKqfn2LiQBtm1cR++Bt6PT6WjWohUZ6WkkJSRYxSQlJJCZkUGzlq3R6XT0Hng7Wzesu+Kxt65fS62QMOrUb1BR6V8Xx9B6GJPjMaYkgslI1sFdODdpfdX7O9Sqjd7dk5yThyowS9vybN6c7Oiz5Jw7jzk/n/iVq/C7+eYy4wP69SV+xUoAzPn5mPPyANA7OqLTV4+3sOtpc/aZM2RHRwOWYjovJRnHgl746sKlXiPyEmLIT4wDo5H0fzbj0bqTVYxXt75cWL8MU1YGAMb06nc127VBY3LjzpMXHwvGfFK3b8Cz3U1WMb49B5C8ehGmzIJ2Fow4wJiPOT8fAL2DIzpd9fjd3n86jtoB3oT7e+PoYGBA28asjTxZIu7rZdsY1qs9Tg6GwnWuTo60qx9qta46cGvUlJyYc+TGxmDOzyd541q8O3W1ivHvN4iEpQswZlgu+uSnXihxHJ+uN5O6ewfm3By75F2Rjm3YTmZSyTZWV/uj46nt70W4n5fl97p1Q9YejCoR982KXQzr2fqS32uHwsIxNz8fHTq75X29BnZuzK9rIgHYdeQ83u4uBPu6lxnfIMSHAB83thyw/I3atO8MWbmW97Fdh88R6u9Z8UlXQUaT2Wb/qoMbumcSyAemAi8DbxXfoGlaXWAGEAjEA48rpU4X9BgmAe2AfzRNSwPqAyFAE+AVoAswCDgL3KmUytM07W3gTsAV2Aw8rZS60m/BBOBlTdOmXZJbL4r1NGqaNhlLr+VMTdM6ARMBdyzFct9L9nUHJgGtsDy/Y5VSf2ua5gJ8C3Qs+Lm8opRac8m+w7B8n8wLV8jbphLj4wkMKrpa7R8YRGJCHH4BRdcAEhPiCAgsuvIXEBhEYnx84fKiP35j9dLFNGrWnCdeGIWHpxfZWVnMmzOb976YzJ+//GSfxpSTwcMHY2py4bIpLQXH0Hol4lyatsWpdiPyk+JIXfk7prQUQIdXn3tJWTAL53olhwVXVU6BgeTGFQ2byY2PxzOieamxzsHBuISEcuGfoiv3TkFBRIwfj0t4GKe++abq90py/W2+yKN5c3QODmSfPVvKnlWXwduPvOSi5yk/ORHneo2tYhyDQgEIe/k9dHo9SYt/I/Pgv3bN83o5+PqTn1R0ISwvKQHXhk2tYpxqWdpZd8wn6PR64v+aS8Z+y3Pt4BdA7VFv4xQUQpz6ocr3SgLEpaZTy8ejcDnY24N9p2OtYg6djSc2JZ2eEfWYtW63vVO0OUc/f/ISiv7+5CUl4NbY+j3YJTQcgEYffoFOryfm159I27PTKsaney/iF/xR8QmLcou7kEGwd/Hfa3f2n7Ee7nnoXAIxF9Lp2awuszfss9q270wcY+et43xKOh880Kta9EoChPh7cC4hrXD5XEIatfw9iE3OKDX+np7N+WvD4VK3Pdy/Fat2naiQPEXVUj1+u6/P18DDmqZ5X7J+MjBbKdUa+BkofnNOE6DfxeGxQEPgduBu4CdgjVKqFZBVsB5gslKqk1KqJZaC8mqGnJ4GNgJXdSOfpmlO8P/s3Xd4FNXXwPHvppEe0mmhSkIXQZSiFMWCKEXNFfEFEbE3sCvWnx0VGyqKioCCXgsK0qWpCAgq0ntvCQktCZC2+/4xk2TTkEiys9k9n+fZJzszd5dz2dly5ja+Bh7QWp8L9DRjcDYSWKC17gD0AF43E8x7AMy4bwQmmAmm9Rylc26bzXYGZYy/vfpSDosfAAAgAElEQVRdx0dfTeWd8V8SFR3Dp2PeBmDyZx/RV91IUHBwpYdcacq6YFmirqe2riH1g2dI+/RlcnZupObVgwEIbt+V7G3rzMSyGimjzmW8vIDRQpe2aBHY7YX7clJTWTVkCH/dMIC4K6/EPzKy7Ae7k7OsM4B/dDSJTz/FlldeKf/B7qrk+xmA4nWw+frgH1ebfe88z8HP3yFu4J34BLnxe7dMZ/BC+/gSEF+bXa89yb6xb1D7lnvxCTKu/OcdTmPHM/ez7fE7iOhyCb7h7t8CXdap6Pxy2+0OXp/2Gw9e06V0weqqrPO5jNe5Ru26bH3mEXa99QoJdw/HN7iohcevZhRB9RtyvESCKaoHu93BGzOW8dBVHcs83johju+GJ/PF3f34bPE/ZOfmuTjC/+ZMTm1n/S9uxve/bii1//puLTj3nFqMmbqiEqOrPqRl0sNorY8rpSYC91M88eoEXGvenwSMcjr2jdY632l7ltn6uAbwBQpmRVgDNDTv91BKPQoEA1HAOuBMOoq/DEwDZpxB2STggNZ6RUHdAJRSzmUuB/qY40MBAoH6wEUYLZZorTcqpXZhJM2WmPG9Zu70HwBo2qwFh1KLrmSnH0olKjq2WPno2HjSDhVdFUw7lEpUjFEmMiq6cP/l1/TjhcdGALB5/Tp+X7SAzz98j6zMDGw2H/wDanD1dcX+vyyVn3EU3/CiZMgnrCb5mcW7CjlOFl0RPLFqCWHd+wEQULcRAfWaENyuKz4BNcDXF0dONhmL3HtCmpzUQwTEFbUyB8TGklOiW3OBmEsvZfvot8p+nvR0TuzYSfi555K+aFFVhFppzrbOvsHBtBg1il3jxpG5bn2VxloV8o+m4x9Z9D71i4wm/9iRYmXyjh7m1I7NYM8nL/0QOan78Y+tTfbuba4O9z/LO5KGX1RRjwr/qJhSrYt5R9I4uW0T5OeTm5ZCzsF9BNSqzakdW4vKHD1M9r7dBCe2IGPl77iz+IhQDh4tGr+bciyT2PCipCkrO4dtBw8zbKzxeZ+ecYLhn8/g7SG9aek0zqw6yU1Pwz+m6DvKPyqG3MPppcqc2LIB8vPJSU0he99eAmrX5eS2zQDU7NKVo3/8Dvn5CPcTFxFCyjHn8zqr+Hmdk8u2lMMMG/cTAOmZJxk+aS5vD7qclvWKzo3GcZEE+fuxNeVIsf3uZOhV5zHoMmN4zd9bD1Anpqhrap2YMFIOlz0+v2XDWPx8fFi9rXhPhK7nNmBEckf6jvyKnDzvPL8d1SQJrCze0DIJRnfSWzG6hpbH+ZUv2Z6fDaC1tgO5Tt1X7YCf2cL3AXC92fI3DiOJ+1da663AKsA5w8mj+GtT8Fw2Sl7OL80GXKe1bmve6mutN1B2G5hlel+reGf8ZN4ZP5kLL+7OwtkzcDgcbFy3huDQ0GJdXAGiYmIICg5m47o1OBwOFs6ewYUXdQMoNr5y2S+LaNCoCQCvvj+OT76ZxiffTOOa5BtJHjTErRJJgNz9u/CNjMM3Ihp8fAlq3p7sLcW7y/iEFE1EUqNpm8LJeY5O+5zUD57m0IfPcHzBVE6u/cPtE0mAjI0bCUqoR43atbH5+RHb81IOL/mtVLmghAT8wsLIWLu2cF9AbCw+AQEA+IaFEt6mNSd37y71WHdzNnW2+fnR7OWXSZ09m/SFi1wYdeU5tWsb/rG18YuOBV9fQtt1Jmt18RaZrH/+ICixFQA+IWH4x9UmNz2lrKdzWyd3bCEgrg7+MfHg60f4BReT8ffyYmUy/lpOcHPjh5tvaBgBteqQm5qCX2Q0Nn/j3PYJDiGoaXNyDrp/d+aWCXHsTjvGvsPHyc3LZ86qLXRr0bDweFhQDRY9fyuznhzMrCcH07p+fLVOJAFObN1Ejdp1CYiLx+bnR+RF3Tm+clmxMsf++J3QlucC4BsWTo069chJOVB4PPKi7hz9bZErwxYV0LJuLLvTjhed16u30b15/cLjYYEBLHxqMDMfvZGZj95I64S4wkRy3+Hj5OUbPUv2H8lgZ9ox6kS679jBz2b+TY8RE+gxYgKzlm3lhh4tAWifWJvjWdnldnG9tmtzvv+1+HwNrRvF8cZdlzPope9JO3aiymMX7sHjWyYBtNaHlVIaI6H8zNz9OzAAo1XyJozupv9VQbKXppQKBa4Hvj1N+ZJeonjL5C6ghVKqhvncl5rxbQTqKKU6aK1XKKXCKN3NdQ5wn1LqPq21Qyl1ntb6b+AXjHouUEolYrRWbsJoobXU+Z268OeyJdwxoD81AgO5/4lnCo89cMtA3hk/GYC7Hnqcd15+npzsbNp17Ez7jsYMrZ9/+C47tm4GbMTXrs3dDz9pRTX+G4ed4/M0UQPuAZsPJ1cvJS/tAKEX9yb3wG6yt64h5Pzu1GjaBuz52E+d4OhPk6yO+uzk57N99Fu0HP0m+PiQOmMGJ3fspP6tt5K5cSOHlywBIOaynqTNn1/soUENGtDo3nsxrqnY2DdlCie2V4MxGWdR55hLLiG87bn4RYQTd1UvALa+9DJZW7eW+mfclt3OIf0Zde4Zic3mw/FlC8k5uJeo3opTu7dxYs2fnNjwD8HNz6X+yNE4HHbSf/gCe1Y1mrEWwG7n4JcfkfDQc9h8fDj668/k7N9DTL+BnNq5lcxVf5C19i9CWrWl8YtjcDjspH79OflZGYQ0aEvcgKFGnzKbjcOzfyB7b+kJP9yNn68Pj/e7mLvGTcNud9D3guacUyuaD+Ysp0W9OLr/y5IIvV6eSNapHHLz81m4bjsf3tan1EywbsduZ+8n79P46ZeN8b0L5nJqzy5qDRjMia2bOb5yGRmrVhLWth3N3v4Yh93O/onjyM80xqIFxMbjHx1L5rrVFlek8tw6+V0Su3ckNCaSV/YsZfqzb/H7Z9Vjqaqy+Pn68Fifztw9fhZ2h4O+7ZNoEh/FB/NW0qJeLN2bNyj3sX/vSmH84jn4+frgY7PxZN8uRIa4x6iifzPvz+30PL8xf4y9jZPZudz/3qzCYwvfurnYLK59uiRx4/+KL3307C3dCQny59NH+wKwN+04g16a6prg3Yjdy1ombY7qNvamApRSmVrrUPN+PLADGKW1fk4p1RAjsYyh9AQ8hUt5KKWeAzK11m+U8ZyFx5RSL2IkpzuBPcAu898p9nxOsZX8d74H2hUsDaKUGoUxRnMLkANMc5qA5z2McZknMcZNnk/R8h5BGC2xnTFaI3ea+wOBsUB7nCbgKbE0yBAqOAHPptTjnnsClSH80yesDsHlts/wnB88onzxbWtbHYJL5WadsjoEl2vYv6fVIbjcpglnMoLEs4z9vuwJUTzZ6G9dOm+gW2gw0at+fgFw6MdH3KqXXXm6v7W40l6cRSO6uX2dPTqZFFVPkknPJ8mkd5Bk0vNJMukdJJn0DpJMui9vSya9opurEEIIIYQQQlQ1b5uAR5JJIYQQQgghhKgE3jZm0ltmcxVCCCGEEEIIUYmkZVIIIYQQQgghKoHDbnUEriXJpBBCCCGEEEJUAm+b3FS6uQohhBBCCCGEqDBpmRRCCCGEEEKISuBtE/BIMimEEEIIIYQQlUCWBhFCCCGEEEIIUWHelkzKmEkhhBBCCCGEEBUmLZNCCCGEEEIIUQnsXjabqySTQgghhBBCCFEJpJurEEIIIYQQQgjxL6RlUpwVfx+b1SG4VHTXblaH4HJh9eOtDsHlfPz8rQ7B5WxBIVaH4FLZBw9aHYLLBZzXw+oQXK5FbF2rQ3C50QN3WB2Cyz14/RirQ3C5LuO+sjoEUQ5va5mUZFIIIYQQQgghKoG3rTMp3VyFEEIIIYQQQlSYtEwKIYQQQgghRCVwyGyuQgghhBBCCCEqymG3OgLXkm6uQgghhBBCCCEqTFomhRBCCCGEEKISeNsEPJJMCiGEEEIIIUQl8LalQaSbqxBCCCGEEEKICpOWSSGEEEIIIYSoBN7WMinJpBBCCCGEEEJUAruXLQ0i3VyFEEIIIYQQQlSYtEwKIYQQQgghRCWQbq5CCCGEEEIIISrM25JJ6eYqhBBCCCGEEKLCpGVSWM7hcDD27TdYsXQJNQIDeWjkc5yT1KxUuS0bNzD6pefIzs6mQ6cu3Dn8YWw2GxM//pClvy3Gx+ZDRGQkD418jujYWABW/7WSj94ZTV5eHuE1a/L6+x+7unr/6rc1W3ht8gzyHQ6uvbg9w3p3LXZcL/yDKQuW4+vjQ3CNAJ69uS9N6saxL+0IfUe+S8NaMQC0aZLAM4P7WFGFCvt9637emLOSfLuDfuedwy0XtSyz3M/rd/PYt78yadiVtKgTDcCWlCO89NMfZOXkYrPBpGG9qOHn68rw/5MlW/by+sw/sDsc9GvXlKFd25RZbt66nTz69SK+uONqWtaNKdx/4Ggm1435gTu7t2XwRa1cFfZZWbJxF6Om/Ybdbqf/BS0Yekn7MsvNW72VRybN4cv7k2mZEMfSzXt4d+ZScvPz8ff1ZcTVnbngnHoujv6/WbrjIKMX/oPd4aBPq0bcfGFSmeXmb97Lk9OX8/lNl9C8ViR5+XZemvsnm1KPkm930KtFfYZcWPpz0B39+sffvPLBePLtdq7vdSm33di/2PHPv53OtzPn4+frQ2TNcF58+B7qxseyL+UQDzz3Ovl2O3l5edzUrxcDrrnColpUzG+rN/Pa5J/It9u5tmsHhl3drdhxvWA5UxYsw9fmQ3BgAM8O6UeTuvGFxw+kH6Xvk29zd79LGdLrYleH/58s2byH139ait3uoF+HJIZ2a1tmuXlrtvPolPl8cXc/WtaLZe2eVF744VcAHA6489J2XNKykStDrxKDPh1F66svISM1nRdaV4/z9kwM69SA9vUiyc7P593F29iefqLcsk9elkh8WCAPfL8agJsvqE+H+pHk2e0cPJ7Ne79sIysn31Whuw27l7VMSjJpMaWUA/hCaz3I3PYDDgDLtdZXK6X6AC201q8qpfoBm7XW6y0MudKtWLqE/Xv38OnXU9m4bi1j3niFt8dNKFVuzBuvcP9jI2nWsjXPPPwAK5f9TodOXbjupkEMvv0uAH785ismjx/HfY8+SWZGBmPefI0X33yPuFq1OHrksKur9q/y7XZe+mI6Hz80hFpR4Qz431h6tG1Gk7pxhWWu6tgG1eMCABb+vYHXv57F2AdvBiAhLopvn7/Hktj/q3y7nVdnreCD/7uE+PBgBn0ym25J9WgcG1GsXFZ2Ll/9sZFWdaML9+XZ7Tw19Xde6NeZxFqRHD2RjZ+PzdVVqLB8u51Xf1rOhzdfTnx4MDd99BPdmtWnSVzNYuWysnOZsmwDrevFlHqON2avoEvTuq4K+azl2+28MvUXxt7eh/iIUG569xu6tWxEk/ioYuWyTuUw5bfVtK5f9EM7MiSQd27pTVxECFsPpnPXuOnMe3qIi2tQcfl2B6/PX8V7119EXFgwQ75cwMXn1KZxdHixclk5uei/ttGydtH/xfzNe8nJtzP55ss4lZvHgM/ncXmzBOpEhLi6GhWSn5/Pi+99wievPUN8bBQ33PM4PTqfzzkNEgrLND+nEd988BpBgTX4atoc3vx4EqOffpDYqJpMfuclAgL8yTp5kr7DHuSSTh2Ii4k6zb9ovXy7nZcmTePjR4Yan9vPf0CP85oVSxav6nQu6pILAfNze8pMxj58S+HxUZNncFHrRJfH/l/l2+28Om0JHw69ivjwEG764Ae6NWtAk/jIYuWysnOYsnQdrROKvsOaxEfx5d398fP14dDxE9zw3nd0bdYAP9/q3Tlu6effsmjMBIZMHG11KJWmfb2a1A4P4q5vVpEYG8qdXRrz6LS1ZZbt2DCSU7n2Yvv+2XeMSSt2Y3fA4A71ue7cukxcsdsVobsVh8zmKlwsC2illAoyty8D9hUc1FpP01q/am72A1q4OL4qt+y3xVx65VXYbDaat2pNZkYGh9PSipU5nJbGiawsmrdqg81m49Irr2Lpr4sACAkJLSx36uRJsBnJxaJ5s+nSrQdxtWoBUDPS/X6grNm+l/px0STEReHv50evC1uzcNWGYmVCgwIL75/MzgXcP3k6nXX70kmIDKNeZBj+vr5c3rIBizbtKVXuw0X/MLhzi2Ktjsu2HaBpfE0Saxk/YGoG18DXx/0/xtbuTSMhKox6UWH4+/lyRetGLNpY+gv2g/l/MeSiVgSUaGlduGEX9SJDaRJbs9Rj3NXa3akkxERQLzrCqHPbpixat6NUuffnLGdI93bF6tysbixxZhLVJD6KnLw8cvLc/+r2+oOHqVczhLo1Q/H39eGypHr8snV/qXIfLVnPoA6J1Cj2Y9rGqdw88ux2svPy8fP1ISTA33XB/0drNm2lfp1aJNSJJ8Dfn17du7BgyYpiZS5s24qgwBoAtGnelJS0dAAC/P0JMOuYm5NXba7mr9m+l/rxzp/bbVj49+k+t3MKv5cA5v+5nnqxUZzjdNHQ3a3de4iE6HDqRYUb7+c2TVi0YVepch/M+5MhXdsUez8HBfgVJo45eXnYqvl3WIGtv/7BicPHrA6jUl3QIJJFWw4BsPlQJiEBvkQGlf4cCvTzoU+r2uhV+4rtX7XvGAVv402pGUSHBFR5zMJ60jLpHmYBvYFvgRuBKcDFAEqpIcD5wGSgD9BNKfUUcB0QBowFgoFtwFCt9RGl1P3AnUAesF5rPUApFQK8B7TGeN2f01r/qJRqCYwHAjAuLlyntd7iklqb0g8dIiauVuF2TFw8aYdSiYopap1JO5RKTFzRVd+Y2HjSDx0q3P78o/eZP3smISEhvPreRwDs3b2b/Pw8Hr33dk6eOEHf5AH07HW1C2p05lKPHqdWVFGLXHxkBKu37y1Vbsr85Uycu4TcvHw+fXRo4f59h46Q/Nz7hAQGct+1l9I+saErwj4rqRkniY8ILtyODw9m7b70YmU2HjhMyrETdE2sxxdLi36k7U7PwAbc88UCjpw4xRUtG3Bzl7K7yLqT1IwTxDu1MMWHh7B276FiZTYeSOfg8RN0TUpg4pKiK8Enc3IZ/+taxt58ebH97i71eCa1ahZd6ImPCGXN7pRiZTbuO0TK0Uy6tmjIhMV/l/k8P6/ZRrM6saUSbHeUmnmS+LCiczsuLIh1B4r3iNiUcpSUjBNc1KQ2X67cXLj/0sS6/LJtP73HzuBUbj7De7QhIsj9f4ilpB2mVlzRZ3Wt2GhWbyz/K+T72Qu4uMN5hdsHUtO4a+TL7N5/kIdvH+T2rZIAqUeOlfG5XfqC2JSflzJxzhJy8/P59NFbATiRncNnMxcz7pGhfD7rV5fFfLZSj2URH+H8fg5h7Z7UYmU27k/j4LFMujZrwMRf1xQ7tmZPKs99t5gDRzN5Mbl7tW+V9FRRIQGkZeUUbqdn5RAVEsCRk7nFyg1sn8CPaw6Qk2cv+RSFeibF8dv29HKPezKZgEdY4StggFIqEGgDLC9ZQGv9OzANeERr3VZrvQ2YCDymtW4DrAGeNYs/Dpxn7r/T3DcSWKC17gD0AF43E8w7gXe01m0xktbSmUwVK6s7gM1W/MqlgzLemE5lhtxxD5OmzqDH5b2Y/p0GwJ6fx5aNG/jf6+/w4ugxTPn8U/buLn0l1Upl9YSwlXHR9sZLL2TWaw8yIvlyPp6+CIDYiDDmvvEw3zx3D48MuJLHPvqGzJOnqjbgSlDWa+lcZbvDwei5fzLi8nalyuXZ7azac4gXr+3Mp7dczsKNe/lj+8EqjLaSlPW94lRpu93BG7P+4KErzi9V7MMFq/i/zi0IruH+rVTO/u3cttsdvD7tNx68pku5z7H1YDrvzFjKU9d1r/wAq0JZdXZ6oe0OB28v+ocHupUeL7vu4GF8bTZm3NGbqbddyeSVW9h3NLMqo60UZXfnKrvladrPv7B20zaGqr6F+2rHxfDDuNHMnjCGH+cuJu3I0SqKtPKUeW6XUe7Gnp2Y9frDjEi+go+nLwTgg6k/M+iKLgSbLbWewm538MaMZTx0Vccyj7dOiOO74cl8cXc/Plv8D9m5eS6OUJyJMt+5Jc73RlHB1I4IZPmuI+U+z/Vt65Bvd7B4a1q5ZTyZ3e6otFt1IC2TbkBrvVop1RCjVXLmmTxGKRUB1NRaLzZ3TQC+Me+vBr5USv0A/GDuuxzoo5R62NwOBOoDS4GRSql6wPeuapWc/p1m9jQjtMTmLUhLLUoI0lJTiI6JLVY+NjaetNSiVo20QylEx5QeV9b98it59uEHGDTsDmLi4gmvWZPAoCACg4Jo1fY8dmzdQr36DaqoVhUXHxnOQaduMilHjhFXM6zc8r0uaM2Lk6YDEODvR4C/8RZu2bAuCXFR7DqYTstG7j2uLj4smJRjRQP6U46fICYsqHA7KzuXranHuH3CzwCkZ55kxFeLeWtAN+LDg2nXIJ7IYKMLWZemddh48DAXNK6FO4sLDyblWFbhdsrxLGKdWrCycnLZlnqUYeNnA0adh0+ez9sDL2Xt3kP8vH4nb89dScapHHxsNgL8fRlwYXOX16Mi4iNCOeiUDKUcyyQ2vKh1Nis7h20HDzNsrPE5kJ5xguGfz+DtIb1pmRBHytFMHpwwixcG9CQhJqLU87ujuLAgUjKKzu3UjJPEhBZ1dzyRk8e2tOPcrX8BID3rFA//8Dtv9OvMnA176NgoHj9fH6KCA2lTJ5oNKUep69S6645qxUZzMLXoB+PBQ+nERUeWKvf7n6v5ePJ3THjzf4VdW53FxUTRpGECf67ZwBVdO1VpzGcrPiqi9Od2ZHi55Xtd2IYXJ/4IwJrte5i3Yi1vfT2bjBOnsPnYCPD3Y2BP965zXEQIKcec389Zxd/POblsSznMsHE/AeZn2KS5vD3oclrWK/o+bxwXSZC/H1tTjhTbL6zTq3k8lzczulxvOZRJjFPX1OiQAA6fyClWPik+jCbRIXx8w3n4+EBEoD8v9m7BUzOM6Tx6NI3h/IRInplZvOu38FySTLqPacAbQHcg+vRF/1VvoCtGt9inza6sNowurJtKlN2glFpuPmaOUmqY1nrBWf77/+qa6xTXXKcA+OP335j+naZbzyvYuG4tIaGhxbq4AkTFxBAUHMKGtWto1rIV82fPLHz8vj27qZtQH4Blvy6mXoOGAHS8uBsfjB5Ffl4euXl5bFq3lv43DKzqqlVIq0Z12ZWSzt5DR4iPDGPW8jW8dkdysTK7UtJpEG+cEr+s3kz9OOP+4eNZRIQG4evjw57Uw+xOSadebOkfce6mRd1o9hzOYN+RTOLCg5i7bhcv9S9qnQoLDGDBI9cXbt8+YR7DL2tHizrR1IsMZcLv6zmZm4e/rw9/7UplYDWY8bJl3Rh2Hz7OviMZxIUFM2fNDl5JLpq1NywwgIWP31i4PeyzWYy4ogMt68bw2bCrCvePXfA3wQH+bp9IArRMiGN32jH2HT5OXHgIc1Zt4eWBlxUeDwuqwaLnby3cvvXDqTx4dRdaJsRx/GQ29332E/f36sR5jWpbEf5/0rxWJHuOZrL/WBaxoUHM27SXF666oPB4aA1/5t5zTeH2XV8v5v5ubWheK5IVu1NZufsQvZrX51RePmsPHGZA+6ZWVKNCWiWdw659B9h7IIW4mChmLVrCqCeHFyuzfst2nn/7Iz565SmiI4suDBw8lE7N8FACa9TgWEYmf6/dyJDr3GsoQlmMz+009h46THxkOLOWr+a1O28oVmbXwTQamDNt//LPJurHG/cnPHlHYZkPpv5McGANt08kAVrWjWV32vGi9/PqbbxyQ4/C42GBASx8anDh9rBxPzGi14W0rBfLvsPHiY8Ixc/Xh/1HMtiZdow6keVfNBWuNWtDCrM2GBfr2yfU5KoWtfh1ezqJsaFk5eSX6uI6e0MKs83ycaE1GHl5UmEieV69CK5tU4eRM9aTk19+F1hP57C7/xj/yiTJpPv4DDimtV6jlOpeTpkMjHGSaK2PKaWOKKUu1lr/CgwCFiulfIAErfVCpdRvwEAgFJgD3KeUuk9r7VBKnae1/lsp1RjYrrV+17zfBqjyZNJZh05dWLF0CUNVPwIDAxnx5LOFx+65eSDvT5gMwL0PP160NEjHznToZCQg4z98j727d2Hz8SGuVm3ue+QJAOo3bMT5F3birptvxMdm44pr+tGw8TmurNq/8vP15cn/u5o7R08g326n/0XtOKduPGOmzqdlwzr0OK85U+YvY9n6bfj5+hIeEsRLw64F4M/NO3n/h/n4+vjg6+PD04P7EBEa/C//ovX8fHx4tNf53PvlAvIdDvq2bUKTuJp8uPAfWtSJpltS+UtAhAfV4P86NmfwJ7OxAV3OqcPFie7dEgvg5+vDY707cvfEedjtDvq2O4cmcZF8MP9vWtSNpnuz+laHWOn8fH14vN/F3DVumlHnC5pzTq1oPpiznBb14uh+mqUBvl6yht1px/j45xV8/LMxmcvY2/sQ5ebnt5+PDw9f0pb7v/sNu93BNa0a0jgmnI+WrKN5fCRdz6lT7mOvb9uEF+as5MYJ83A44OpWDWga6/4tsn6+voy8bxi3Pf6isQTMlZfQtGEC733+FS0Tm3BJ5w688fEkTpw8xYgX3gSgTlwM77/wONt372XU2AnYbDYcDge3JPchsbH79Bwpj/G53Yc73xhPvt1B/4vbG5/b38+jZaN65uf2UpatK/jcDuSl267/9yd2Y36+PjzWpzN3j5+F3eGgb/skmsRH8cG8lbSoF0v35uW/bn/vSmH84jn4+frgY7PxZN8uRIYEllu+urh18rskdu9IaEwkr+xZyvRn3+L3z7TVYZ2VP/ccpX1CTcaqtmTn2Xn3l22Fx97q35oRU9ec5tFwe6dG+PvaeL6XccFzU2omY5eUnnjN03lbMmnztulr3Y1SKlNrHVpiX3fgYXNpkCHA+Vrre5VSXYBxQDZwPcUn4NkO3AJkAguBCIzWyC/MZUWCgLeBzub+nebzPwH8H5ALHAQGaq3PeA2N7WkZXnUC1VhsFmQAACAASURBVNs0y+oQXC5n50arQ3A5H7/qNT6xMtiC3HsJisqWfbAajLWtZGG9bvz3Qh4mf+/mfy/kYfL2e9+P9wevH2N1CC53cNxXVofgcj8M61gtpgJuMHRypf023vXZQLevsyST4qxIMun5JJn0DpJMej5JJr2DJJPeQZJJ91V/yKRK+228+/NBbl9n6eYqhBBCCCGEEJXAke9d3VxlaRAhhBBCCCGEEBUmLZNCCCGEEEIIUQm8bQIeSSaFEEIIIYQQohJ4WzIp3VyFEEIIIYQQQlSYtEwKIYQQQgghRCXwtpZJSSaFEEIIIYQQohJ4WzIp3VyFEEIIIYQQQlSYtEwKIYQQQgghRCXwtpZJSSaFEEIIIYQQohLYvSyZlG6uQgghhBBCCCEqTFomhRBCCCGEEKISSDdXIYQQQgghhBAVJsmkEBVQK8Tf6hBcqu6oXVaH4HLHdu+0OgThAlGNz7U6BJfyDWhodQguVz8t1eoQXG79z39aHYLLBYRFWh2Cy3UZ95XVIbhcrdsGWB2C6w3baXUEogySTAohhBBCCCFEJXDkS8ukEEIIIYQQQogK8rZurjKbqxBCCCGEEEKICpOWSSGEEEIIIYSoBN7WMinJpBBCCCGEEEJUAm9LJqWbqxBCCCGEEEKICpOWSSGEEEIIIYSoBA673eoQXEqSSSGEEEIIIYSoBNLNVQghhBBCCCGE+BfSMimEEEIIIYQQlcDbWiYlmRRCCCGEEEKISmCXZFIIIYQQQgghREU58t0zmVRKRQFfAw2BnYDSWh8po9wooDfGcMh5wANaa0d5zytjJoUQQgghhBDCsz0OzNdaNwXmm9vFKKU6A12ANkAroAPQ7XRPKi2TQgghhBBCCFEJ3HjMZF+gu3l/ArAIeKxEGQcQCAQANsAfSDndk0oyKSy3ZMkSXh/1Gna7nX79+zN06K3Fjufk5PD0UyPZsGEDERERvPbaKOrUrcvMGTOYMGFCYbktWzYzZcpXJDVrxpw5s/n0k0/Iz8/n4ou7MnzECFdXq0Jevu0SerZvzInsPO5/Zyart6cWOx4S5M9PLw8s3K4dE8q3i9bz1KcLubPP+fzf5a3Jy3eQfuwED7w3m72Hjru6ChU2+tGBXNmlNSdP5XDrs5+yauPuUmVuuPJCHhvaG4fDwf5DRxny1DjSj2byyvBkru7alpzcPLbvPcSwZz/lWOZJC2pRMd5YZ2cvDu3Gpe0acjInjwfem8uaHYeKHQ8J9OfHF5MLt2tHh/LdLxt5Zvwvrg71rPzv5s5c0jaBkzl5jPhwEWt3ppcq4+/rw4u3dKFzi9rY7fCaXsHMP3ZQJzqEd+7qQXhIAD4+Nl6Z8gcLVu2xoBYVM+KyRDo3ieZUXj4vTN/A5pSMUmXev6kd0aEBZOcZa7ANn/I3R07k0jahJsMva0qTuFCe+WEdCzemlnqsO3rt3qu5/MIkTpzK4e5R3/HPlv3FjocGBTDrndsLt+vGRvD1z6t44v0ZAPTv1prHb74UBw7WbjvIsJe+dmn8/4W3fVcN69SA9vUiyc7P593F29iefqLcsk9elkh8WCAPfL8agJsvqE+H+pHk2e0cPJ7Ne79sIyvHbZOMMzLo01G0vvoSMlLTeaH1FVaH47bcOJmM11ofANBaH1BKxZUsoLVeqpRaCBzASCbHaK03nO5JJZmsZpRStYC3MZqdszH6PA8Hvtdat7IwtP8kPz+fV195mQ/HfkR8fDw33TSQbt2606RJk8IyP0ydSlh4ONOm/8Ts2bN45523eW3U61zVuzdX9e4NwJYtWxgx/AGSmjXj6NGjvP3WW3w5eQpRUVE8/dRTLF++nAsvvNCqap5Wz/aNaFw7kgvu/IT2ibUZdddlXPnIl8XKZJ3MpceIosT55zcHMWPpFgDW7EjhsgdXcTInjyFXtuXZId247fXpLq1DRV15UWvOqR9Pi75PcEHrxox5cjAXDX6xWBlfXx/efORGzr3uKSOZeiCZu2+4lBc++pH5y9bz1HvfkZ9v5+X7r+exob158t1vLarNmfHGOju7tF1DGteuSad7J9CuaS1eu/0Srnqi+I/nrFO59Hx4cuH2nFEDmLl8q6tDPSuXtE2gUa1wLhrxNe3OieOVWy/mmqd/KFXu/v7nkX78JBc/qLHZoGZoDQAe6N+O6cu2MfHnDTStW5NJj/Wi4/1TXF2NCunUJJqEqCCSxy6lZZ1wHr0yiWETVpZZ9rkf17HxYPFE8+DxU7wwfQM3dazvinArxWUXJtKkbjTnDXqT85snMHp4Xy6958NiZTJP5nDx7WMKtxePvYfpv64DoHHdaB4c2I0r7h/L0cxTxNQMcWn8/4W3fVe1r1eT2uFB3PXNKhJjQ7mzS2Menba2zLIdG0ZyKrf4QvX/7DvGpBW7sTtgcIf6XHduXSauKH0BsTpZ+vm3LBozgSETR1sditdQSj0HPOu063mt9XOnKf8zUKuMQyPP8N87B2gO1DN3zVNKddVal3tVV5LJakQpZQOmAhO01gPMfW2BeEsDOwtr164lISGBevWMc/aKK65k0aJFxZLJRYsWcseddwHQs+dlvPbqqzgcDmw2W2GZ2bNmceWVvQDYt3cv9Rs0ICoqCoALO17I/J9/dttk8soLmvL1QuMHxp+bDxAREkh8ZAgpR7LKLN+4dk1iagazdP1eAJasKWq1+HPTfpK7t6j6oM/SNd3O48uffgfgjzXbqRkWTK2YCA6mHSssY7PZsNlshATVIP1oJmGhgWzdY1wF/3nZusJyy9ds59qe7V1bgf/AG+vs7IoOjdGLjYubf205SHhIDeJqBpN6tOwr/Y1q1yQmIphl6/eXedxdXdG+Id/+avx4/mtrKhHBAcTVDCL1aPFW5AHdk+j6kAbA4YAjGdnGAYfRogUQHhxQ7ueAO+maGMusNQcBWLf/OKGBfkSHBJCelXNGjz947BQAdke58zu4nd6dWzBl3t8ArNywh4jQQOKjwkg5XLpFFozkMaZmCL+v3gnAkN4dGPfjMo5mGnVPO+r+r7O3fVdd0CCSRVuM3hObD2USEuBLZJA/R07mFisX6OdDn1a1+eC3HTxySdPC/av2FX22b0rNoHOjaNcEXoW2/voH0Q3q/XtBL1eZLZNm4vhcBcr3LO+YUipFKVXbbJWsDZTVDaQ/sExrnWk+ZhbQEZBk0kP0AHK11mMLdmitVymlGhZsm/cnAQWXOe/VWv9unjRfA+EYr/tdwO/Ap8D5GH2kP9Nav+WCehRKTU0lvlbRBZT4+DjWrllTqkwts4yfnx+hoaEcPXqUyMjIwjJz587hrbffBiChfn127tjB/n37iIuPZ+HCheTlFv/wdye1o0PZn1b0A2R/Wga1okPL/YLu37U5P/y6qcxjN13Wmvl/bq+SOCtTnbhI9hw8XLi9N+UwdeIiiyVWeXn53PfyRP7S/yPrZDZb96Rw/ytflHquIX0v4pu5f7gk7rPhjXV2VjsqlP1pmYXbB9IzqR0dWm4y2f+iRKYt2eyq8CpNrahg9qc71fNwFrWiQoolk+HBRrL4aPL5dGpRh10pxxn5+RLSjp3kze9WMvmJ3gy9oiVBNfwZ8PIMl9ehomJDa5By/FTh9qGMbGLDapSZTD51dQvyHQ4WbUxl/JKdLoyyctWOCWdfatF7d/+h49SJCS83mbz+knOZuqjou61JvRgA5rx7B74+Nl6ZMJ/5K7ZUbdBnydu+q6JCAkhzOofTs3KICgkolUwObJ/Aj2sOkJNnL/kUhXomxfHb9tLd3YVncuNurtOAm4FXzb8/llFmN3CbUuoVjG6u3TB6RJbP4XDIrZrckpOT709OTn6rjP0Nk5OT15r3g5OTkwPN+02Tk5NXmvcfSk5OHmne901OTg5LTk5un5ycPM/peWq6uk6JiYnJiYmJnzhtD0pMTHyvRJl1iYmJ9Zy2tyUmJkY7bV+YmJi4psRjrklMTFyemJi4NDEx8c3ExMSpVr9+p7nNcDgcFzltz3c4HO1PU359Ocf/z+FwLHM4HDXcoE6VUWd/c38Th8NhczgcYxwOx1Mlyox0OBxTzeNW10nqfPb1d76Vd567++1M6hnjMFxnbj/ocDgmOd1/yLzfyfx/8HGDelXGa1vX/BvmcDjmOhyOwSWOf+5wOK53g/pUZp0LbiXP558cxvvY3+FwNHI4HHsdDofLv4NdXOeCW3X5rjqT+rZ1OBzTzfsNHQ7H2jKep7p+Zpd3K6+ecnPzW3JycnRycvL85OTkLebfKHP/+cnJyZ+Y932Tk5M/Sk5O3pCcnLw+OTl59L89r7RMeh5/YIzZ/TUfSDT3rwA+U0r5Az+YLZrbgcZKqfeAGcBcC+LdCyQ4bdcDSvZrKyizNykpyQ+IAA47HR8AFBtUtGnTpunAdICkpKTbMf4v3Mk9wG3m/RX8+/9BgXMxWpb/LLG/J0Z/+G4YY2ndUUXr3Nb8u838qyk+jfXNwNXApRgt6+7IG+vsrLLPc3dV0XqmAycwhi0AfAMUzDx2K3CleX8pxqx6MZTdHclK/+W13Wf+zQAmAxcAE6sqwCpQmefzXmAZkAvsADYBTc3ndSfe9l1V0fp2AtpjzF/hB8RhzJDZ3Txe3T6zhQfTWqdjnIsl968Ehpn384E7KvK8ss5k9bIO40PrdEZgTOF7Lkb31QAAc+BsV4wv80lKqcHmQqXnYnzw3QN8UjVhn9YKoGlSUlKjpKSkAIzEcFqJMgXN8gDXAws2bdrkAEhKSvIBkoGvnB+QlJQUZ/6NBO7GmrqdzvsYiUNb4AdgMEZ3go7AMYxZtMpyIyUSZ+A84COgD+73g9NZReu8D2gBxJrblwEFM4pdiTGddR+MH+Xuyhvr7Kwyz3N3VtF6OjAudnU3ty8F1pv3d1P0Zd8cI5ksPu2te6honf0wkmIwLnpeDZQ9m4n7qszz+QeMoStg/L8kAu7Y79PbvqsqWt8PgToYi8BfBGym6H1dHT+zhagwSSarlwVADaVUwVUzlFIdgAZOZSKAA1prOzAI8DXLNQBStdbjMMZJtlNKxQA+WuvvgKeBdq6pRpFNmzblAfcCczB+NOtNmzatS0pK+l9SUlIfs9inQHRSUtJW4EGKt9R0BfZu2rSp5JfwO0lJSeuBJcCrmzZtcufBVzMxfkRsBcZhJL8FVpUoqyj9Bf06EIrRurGK0sm4OzqTOu8HnscY9L0a48v9ZfPYGCAMmGeWH4v788Y6Ozvb87y6ONN6PoYxqcJqjM/qh8z9D2G0jPyD8X8wBPdv0TiTOtfA+Jxfbe7bZ5YFY3byvRgXBj/CuHDq7s72fJ6D0UK9HlgIPGJuuzNv+66qSH3LUt0/s8syBaPHRBLGe/bW0xcX3sDmcLj7d5RwppSqgzEQtj1wiqKlQaZqrVsppZoC32FcBVsI3Ke1DlVK3YzxZZULZGJcbQsHxlN0UeEJrfUsF1ZHCCGEEEIIUU1JMimEEEIIIYQQosKkm6sQQgghhBBCiAqTZFIIIYQQQgghRIVJMimEEEIIIYQQosIkmRRCCCGEEEIIUWGSTAohhBBCCCGEqDBJJoUQQgghhBBCVJif1QEIIf6dUsoHCNVaH7c6lqqmlAoC6mutN1kdixCVRSnVAGiqtf7ZPMf9tNYZVsclKpdSyheIx+n3ldZ6t3URCSFE1ZJkUgg3pZSaDNwJ5AN/AhFKqdFa69etjazqKKWuAd4AAoBGSqm2wP+01n2sjazqKKUSgQ+BeK11K6VUG6CP1vpFi0OrMkqpa4HXgDjAZt4cWutwSwOrIkqp24DbgSigCVAPGAtcamVcVUEp9bbWerhSajpQaiFrD38v3wc8C6QAdnO3A2hjWVBVRCn1qNZ6lFLqPcp+ne+3ICyXUUo1AfZqrbOVUt0xXuOJWuuj1kYmhOtJMimqBaXUzcADQJK5awPwrtZ6onVRVbkWWuvjSqmbgJnAYxhJpccmk8BzwAXAIgCt9SqlVEML43GFccAjwEcAWuvV5oUEj00mgVHANVrrDVYH4iL3YJzXywG01luUUnHWhlRlJpl/37A0Cms8ACRprdOtDsQFCt67Ky2NwjrfAecrpc4BPgWmAZOBqyyNqooopR4AxgMZwCfAecDjWuu5lgYm3IIkk8LtKaUGA8OBB4G/MFox2gGvK6Xw4ITSXynlD/QDxmitc5VSpa4Ae5g8rfUxpZTVcbhSsNb6jxJ1zrMqGBdJ8aJEEiBba51T8BorpfwoozXHE2it/zT/LvbCLut7gGNWB+EKWuvp5t8JVsdiEbvWOk8p1R94W2v9nlLqb6uDqkJDtdbvKKWuAGKBWzCSS0kmhSSTolq4G+ivtd7ptG+BUuo64CvAU5PJj4CdwD/AL+aYK08fM7lWKTUQ8FVKNQXuB363OKaqlmZ2mXIAKKWuBw5YG1KVW6mU+hr4Acgu2Km1/t66kKrUYqXUk0CQUuoyjM+06RbHVKW8scs6sB1YpJSaQfHzerR1IVWN8roxF/Dw1xkgVyl1I3AzcI25z9/CeKqazfx7FTBea/2PUsp2ugcI7yHJpKgOwkskkgBorXcqpTxyjBWA1vpd4F2nXbuUUj2sisdF7gNGYvwQmwzMwbO7e4LRBfJjoJlSah+wA7jJ2pCqXDhwArjcaZ8D8NRk8nHgVmANcAcwU2s9ztqQqtxzeF+X9d3mLcC8eTJv7Mbs7BaMOQ1e0lrvUEo1Ar6wOKaq9KdSai7QCHhCKRVG0bhg4eUkmRTVwcn/eKxaK2+MAp7draQ98IzWemTBDqVUO4zuzR5Ja70d6KmUCgF8vGGGT631LVbH4GI3AV85J5BKqau11j9ZGFNV87ou61rr562OwVW01osL7iulAoBEc3OT1jrXmqhcR2u9Xin1GFDf3N4BvGptVFXqVqAtsF1rfUIpFYWRUAshyaSoFporpVaXsd8GNHZ1MC7kjWMU5gArlFJKa51i7vsEY4ysR1JKRWPMAHkR4FBK/YbRHdBjJ/FQStUD3gO6YLRI/gY8oLXea2lgVec94CGl1I1OY0X/B3hyMuk1Xda9fAbb7sAEjCEZNiBBKXWz1voXK+Oqal7YjbsTsEprnaWU+j+M7+R3LI5JuAkfqwMQ4gw0xxiTUPJ2NdDCwriqWqkxCk77PNUmjNlqFymlOpv7PL3OXwGHgOuA6837X1saUdUbjzH7YR2gLsb4wfGWRlS1dgBDgW+VUsnmPk8/r+8DWmJ0WZ+CMd57uKURVR3nGWzfLOPmyd4ELtdad9NadwWuAN6yOCZXeA6jG/dRMLpxY3QB9VQfAieUUucCjwK78Nz5KkQFScukcHta611Wx2ARbxyj4NBa/6SU2gR8rZT6DA+d9dJJlNb6BaftF5VS/SyLxjVitdbOyePnSilPTTTAOK//Ukp1A6YopS4EfK0OqipprU9gjH8e+W9lq7uCGWyBtlrrYq015nCFxaUf5TH8nWfr1VpvNmch93RldeP25O+qPK21QynVF3hHa/2puWSbEJJMCvenlMqg7A9pj17onNJjFKLx/DEKNihch+9ijNYqj1vwu4SFSqkBgDa3rwdmWBiPK6SZXaWmmNs3Ah7brRdzdl6tdZrZbf01oJW1IVUNL5/l82ZKd/0bUsY+T7JSKfUpRa2zN2Gsh+zpvKYbtylDKfUE8H9AV6WUL549e62oAEkmhdvTWodZHYNFHBjdeK/GGF8VAgRaGlEV01qf53Q/C1BKqfoWhuQKd2CsoVowE6APkKWUehDPvVgyFBiD0R3OgfEjbKilEVUhrXVvp/t24BHz5om8bpZPc4mIgRhj56Y5HQrDsy+SANyFMSP1/RgXA38BPrA0Itdwnnl8CsZ4/xdO+4jq7QaMc/xWrfVB83v5dYtjEm7C5nB4cqu8ENWXUupDjG6tl2itmyulIoG5WusOFodW6ZRSj2qtRyml3i3ruNb6flfHJMTZ8vKJWUKAk2byjNmSUcPs/upRzDWAGwGvYMy4XSADWK21zrMkMBdRSgUB9Z27u3oT89wO0Vp7+jrQQpRJWiaFcF8Xaq3bKaX+BtBaHzGnYPdEBTNcekP3qFLMCwVNcWp59sTZEJ0uGrxH2cmVp100cJ6YxdvMB3oCmeZ2EMZM1J3LfUQ1ZY7r34Ux46VXUUr1wWih8pZZTQFQSk3GWGcyH+N7K0IpNVpr7ZGtdUqpjhizUjfHeK19gUytdYSlgQm3IMmkEO4r17zi6QBQSsXioRPwaK2nm38nFOwzE6yjWmuP7j6hlBoGPADUA1YBHYGlwCVWxlVFCi4arLQ0ChcpmJilYE0+c2KSVsA+rXWqlbG5QKDWuiCRRGudqZQKtjKgqlbOD+4sD+2qXuBZjFlNF4Exq6lSqqGVAblIC631caXUTcBM4DGMpNIjk0mMYQkDgG+A84HBGBdAhZClQYRwY+8CU4E4pdRLGGvxvWxtSFVDKfWMUqqZeb+GUmoBsA1IUUr1tDa6KvcA0AHYpbXuAZyHsTyIx3G+aFBww2i9m+p8IcFTKKXGKqVamvcjgH8wptP/2xxn58mylFKF68MqpdoDJy2MxxXGYEwmtQWjJXYYRnLpyfK01sesDsIC/ubFoX7Aj1rrXDx7Nle01lsBX611vjkbd3eLQxJuQpJJIdyU1vpLjPWcXsGYDbKf1voba6OqMjdgrDEJxoyINiAW6IaHJtBOTmmtT4GRSGutNwJJFsdUpZRSk5VS4ea4uvXAJqWUJ05Ic7HWep15/xZgs9a6NdAe473tyYYD3yilflVK/Yqxduq9FsdU5cr4wd3D6piqWLFZTc0u7J48q2mBj4CdGBPj/WKOm/XkMZMnzGE2q5RSo5RSIzDqLoR0cxXCzW3B+ILyA1BK1dda77Y2pCqR49Sd9QrgK611PrBBKeXpn1N7lVI1gR+AeUqpI8B+i2Oqat7SRSzH6f5lGF3EMGdDtCYiF9FarzB7GyRhXBzaaLbeeLJiP7gxLgJ6+g9ub5vVFACt9bsYvYcK7FJKefKFg0EY3bbvBUYACcB1lkYk3Ian/0gTotpSSt2HMR4lBWOQvw2jG40nrruYrZRqhVHXHsDDTsc8epyV1rq/efc5pdRCIAKYbWFIruDcRWyM1jpXKeWJXcSOKqWuBvYBXTDWjsW8QBJkZWBVTSk1uMSu85RSaK0nWhKQa3jdD25zdt6R5s1rmN3WnwW6mrsWYyzh5ZFdfs1JpsDoqv68lbEI9yPJpBDu6wEgSWvt6euUgVHXbzG6tr6ltd4BoJS6CvjbysBcwZxoKR7YYe6qBXhiC3SBgi5i/+DZXcTuwGi9qAUM11ofNPdfCsywLCrXcF7CKBCjzn9hjBn1SN70g7u85W4KePpsrsBnwFqgoIvBIGA8cK1lEVUBpdQaTv86e+LFbVFBkkwK4b724KFXOUvSWi8HmpWxfyZGN0iPVaIFumC2Xk9tgQa8p4uY1nozcGUZ++dgdAf0WFrr+5y3zZacSeUU9whmK/QLQAOM31c2wOGhs7l643I3zpporZ1bnZ9XSq2yLJqqcy3Ghc49JfY3wPOHY4gzJMmkEO5rO7BIKTUDYzwKAFrr0daFJKqAN7VAA6CUiseYWKmO1rqXUqoFxhp9n1obmahCJ/D8pQTexvjxvcbTlzRyWu4mBDiptbab275ADStjc5GTSqmLtNa/ASiluuCZsxW/BTzp1OoOFC5V9hZwjSVRCbciyaQQ7mu3eQswb+DhU497Ka9pgXbyOUaXsIJxVpsxZvuUZNJDlOgG6QO0ALR1EbnEHmCtpyeSJcwHegIFa4oGAXOBzpZF5Bp3AhPNFneAIxgzkXuahlrr1SV3aq1Xesl6ouIMSDIphPuaoLXe6bxDKdWhnLKimlFKPWje9cYW6BittVZKPQGgtc5TSuVbHZSoVM7dIPMw1lHda1UwLvIoMFMptRjveS8Haq0LEkm01plKKY+eNM10XGt9rlIqHMCcnbqR1UFVgcDTHPPoScTEmZNkUgj39Z1Sqo/Weh+AUqor8D7Q2tqwKp9S6rSTFmitv3dVLC4UZv4tqwXa02UppaIxW66UUh3xwNZZpwsGZfLkJKOgG6SXeQmjhS4Q73ovt9Na/wWglGqPZ3b3LOk7oJ3W2nnisG8x1pD1JCuUUrdprcc571RK3YqxnJMQkkwK4cbuBH5QSl0DtMMYY3aVtSFVmdONu3AAHpdMaq1LzfaolIoEjnpBN7kHgWlAE6XUEoxZfK+3NqQqEfbvRTyLUmoH5XfHd2itm7gyHheL0lpfbnUQLjYc+EYpVTAZS23gBgvjqVLm2qktgYgSF0HDOX0rXnU1HJhqrglckDyej3GxpH+5jxJexeZwePpvFiGqL6VUJ4xlFE4BvbXWhywOSVQSpdQzgNZab1RK1QBmAW0xugQO1Fr/bGmAVcxca7FgQftNXrCgvVcwW5yd+WAsn/Aw8FeJGTA9ilLqVWCB1nqu1bG4krlmbMF7eaMnv5eVUn0x1sftg3FBrEAG8JXW+ndLAqti5mzbrczNdVrrBVbGI9yLJJNCuJky1u9qARzAGODvket3eWN3QKXUOqCV1tqhlLodGIixFl8ixnjZCywNsIoppToDDXHqIeNpC9orpd493XGt9f2uisXVlFI+GGvvPQKsAl7WWq+3NqqqpZTKAEKAHKAgofLUpUEAUEoNLmu/p72XS1JKddJaL7U6DiHcgXRzFcL9eOP6XV7XHRDIcerOegUwRWudD2wwW+08llJqEtAEI8komHjHgectaO91Y4rMVqqhwAjgN6Cv1nqbtVG5htbaGz/HnCeFC8S4IPYXnvdeBkAp9ajWehQwUCl1Y8njnnyBSIjyePQPFiGqI6f1uxoBB7TWp8ztIIzFgz1OWeMHvUC2UqoVkAL0wOgGWMDTZ0M8H2jh6WNDtdYTnLeVUiFa6yyr4nGRHRhdtd/GmFjqXKXUuQUHPXQyrUJKqT5AV3Nzkdb6JyvjqWpa6/uct82lMiZZFI4rbDD/rrQ0EZOwRQAAG9ZJREFUCiHciCSTQrivbyi+Vle+uc9jlwdRSiUCHwLxWutWSqk2QB+t9YsWh1YVHsCY/S8WeEtrvQNAKXUV8LeVgbnAWqAWRvdtj2eOff4UCAXqm8nVHVrru62NrEr8jNHKfK55c+aRk2kVMMdMdgC+NHc9YC5s/7iFYbnaCaCp1UFUFa31dPPvhH8rK4S3kGRSCPflp7XOKdjQWucopTx9uvlxGGOsPgLQWq9WSk0GPC6Z1FovB5qVsX8mMNP1EVU9p/HA/9/enUdbWtVnHv9WlSCDoEERlpEwBSQ2zYxAQ5NIxCGIJqCPlMwYNDTKII7EpYCmRRSaKYIoAqKiD0GXIKJigwwiIBBkiNDEQkRREdAKQSihuP3Hfg916nKrCKvu++5z3/N81qp17tmnaq2Hdasu53f23r/fKsC/Sbqexefx9e4+cONEylHmCwFs/7gZ9dM7tvernaGivwE2s/0kgKRzKB8M9baYnHTHfzbljr/rJWqXpAuX9nqPf4ZFLFGKyYjR9dtmzuSF8FQXuQcqZ2rbSravlzS89kStMDHtxvE+MAC2753093rhkn5vzGgvAB5qvn5+zSAdGf43/QRwj+1f1ArTge2Ae4HzgOsoHWwjxlqKyYjR9Q/AlySdSvkf1r3AlJ3zeuQBSeuzaJj9mxiTo5DjYEwH2QPc23SvnWhOFxzCortX0R8fB/5V0uWUn9k7Ah+sG6ldY/hvek1gZ2AupQP3xZTmabdXTRVRUUaDRIw4Sc8DZtl+uHaWtklaDziDclf0d5RmHnvZ/lnNXDE9mtEJS/yfTl9HKEh6EXAS8CpKkfFd4FDbD1YNFtNG0izgpZTdua0p3+frbP+6arCWSLqbJf9bnrC9fpd5amjmA88FPgkcY/uUypEiqkgxGTFiJO1l+4tLmr3Yx5mLk0laGZjd5wJa0m5Le73PXS8lHQP8mtL1cRawJ7BK03I/ekDSSsARwJ/ZPlDSBsDL+tzdVNKNtresnaMLkl44aWk2IEpX6pts7959qm40ReQulEJyHcpd6M/b/mXNXBG15JhrxOhZuXkcm5llTeE83/aZAIPxCZLeBcyxfWLNfC3ZdSmv9brrJfAa29sMPT9N0nVAr4pJSccB82yfPmn9cGBN2++vk6wTZ1HmbG7XPP8FpRt1b4tJ4FpJW9v+Ue0gbRvsqkuaDexNaZx2M7CL7X+rma1NTVOljYFLgKNt31Y5UkR1KSYjRoztQSfTcZq9eACwxRTrZwA/onTD7BXb+9fOUNFCSXsCX6EUznPpZ0Oa11PeeE52EnAL0Odicn3bbxkMdrf9aHMUtM9eCbxD0j3AI5Rd9wnbm9SNNf0kLUf5uX04cDXwRts/rZuqE3tTvrcbAocMNdUafK97eVQ/YmlSTEaMKEmrAwdSjtE89W/V9gG1MrVoYngMyoDtBX19A7qkY8wDPT/O/FZKQXUSpZj8QbPWNxODMRHDbD/Z17/XQ/4oaUUWNdNan6ExMD31utoBOnQ35X7oicDPgU2b+alAf4/p255dO0PEqEkxGTG6vgFcRRkC3sddm8VIWsP2byav1crTgbE5xjxZ01DpjcNrkrYGflYjT4v+IGkD23cNLzb3Bx+tlKkrHwG+Dawl6UvA9sB+VRO1zPY9kuYAa9D/91ffo3xQsGnza1jfj+lHxJC+/7CLmMlW6vmdqmGfBC6WdARwU7O2JeUOXS9nE47ZMeYpSXo5sAflmOt8YKu6iabdh4FLJH2Mcn8Qyn/jB4HDqqVqWbPregewG7At5QjgobZ7PSe3ueP9EeA3wGBHegLo3TFX2/vVzhARoyHdXCNGVPMG9Brb36qdpQuSXgd8gHLHbAK4HTjW9iVVg7VM0obAacAatjeWtAnwBtsfqxytFZLWphSPcynH5NYGturr+BdJG1OakwzuTt4GfMr2rfVStW+cOpsOSPp3YJuMfImIcZJiMmLEDM3im0Xp7LoAeJxc8O8lSVdQio3P2N68WbvN9lSNW2Y0SdcAz6c03vmK7bsk3W173crRYppJ+mfg7HHobDog6XJgZ9tP1M4SEdGVHHONGD0b276ndojozEq2rx/qCghlx66PfksZ7L4GsDpwF0sefB4z2zh1Nh0005oHfF/SxQw1G+p5M62IGHMpJiNGz9eZekxG9NMDTafLQdfLNwG/qhupHbbfKOn5wO7A0ZL+HHiBpFfYvr5yvJhe49TZdNBM6+fNr+WbX70labelvd7Xbq4R8XQpJiNGT99HBjyNpENtnyRpe9s/qJ2nYwdT5mluJOmXlJb7e9WN1B7b84HPA5+X9GLgLcCJktayvVbddDFdBqcrmu/xCpXjtO04YBXb9w8vNt2o59eJ1Lpdl/JaurlGjJEUkxGj508lnbykF20f0mWYjuxPmTl4CmO2K2t7HvAqSSsDs20/XDtTV5o336cApzSNeXpF0iks5RhvT/8tAyDpDcDxwEuA+ymNln4C/LeauVpyEmUMyuQC6lXADsBBnSdqme39a2eIiNGQYjJi9DzKojEC4+Inkn4GrC7plqH1vt+zmm/7TADbjzTr7wLm2D6xZr6u9fSe8A21A1T0UcpYkO/Z3lzSKykdfPtoB9tvn7xo+0uSjqwRqEuSdqF8SPDUDrTtY+oliogupZiMGD0P2j6ndogu2Z4raU3gO8AbaufpyAFMvQt7BvAjYKyKyT4at3/Hkzxu+0FJsyXNtn25pE/UDtWSpV1NmN1ZigoknQ6sRGm49DngTUDuP0eMkRSTEaPnj7UD1GD718CmkpYHNmyW77T9eMVYbZqw/bTvte0FzdD36AlJqwPvB17O4rs3O1UL1b7fS3oecCXwJUn3098uxfdP1URK0taUDsZ99j9sbyLpFttHSzqe3JeMGCspJiNGjO1ta2eoRdJfAl8Afkb5tH8tSfvavrJqsJZIWsP2byav1crTtjG+Q/gl4KvALsA/APvS/yLjjZQj+4cDe1Lmi/b16ON7AUs6m0VXFLYC9gH2qBWqI482j3+Q9BLgQSBzYyPGSIrJiBglJwCvtn0ngKQNgfOALaumascngYslHQHc1KxtSekM+alqqdo1rncIX2j7zKZr8RXAFZKuqB2qTYM7wMCTzdzFB233cqZoMyf2FZTOzPs1y7cD20zu8NpD35T0AsrPs5soHxZ9rm6kiOjSrImJXv5sj4gZqDkqtckzrfWFpNcBHwA2prwJux041vYlVYPFtJJ0re1tJX0HOBm4D/gX2+tXjjbtJG0LHAs8RGnCcy7wIsrdwX1sf7tivGiRpOcCKzTjfyJiTGRnMmKESdqC0lp+AviB7Zue4Y/MdDdIOpPyBhTK8bjedrZtisaxKxzH8A7hxyQ9HziCMgplVcrxzz46FTiScqz1MuB1tq+VtBHllEGKyR6RNIdyfHsdmveUkrB9Qs1cEdGdFJMRI0rSh4E3s6iZwVmSzrf9sYqx2nYQ5ajYIZQ7k1cCn66aKNowVncIbX+z+XI+petlnz3H9ncBJB1j+1oA23dIqpss2nAR8BhwK/Bk5SwRUUGKyYjRNRfY3PZjAJKOpdxJ6W0xaXsB5d5kPtXut7G4QyjpfbaPW1LjoZ42HBouKB6d9Fru1fTPS/t6DSEi/mtSTEaMrp9RjgA+1jx/LvDTamliWjWF1EmStrf9g9p5OjYY9/KrZuD5fcBLK+Zpy0+ax3FqPLSppP+gnCxYsfma5vkKS/5jM5eki1h6l+I+z869RNKrB7vRETF+UkxGjK4FwO2SLqW8UdkZuFrSydDbXY1xsj9wEuUO3RaVs3RtLO4Q2r6oeTyndpau2J5TO0MFg+7LuwFrAl9sns+lfCjYZ9cCX5c0m/Ih0SzKDN1V68aKiK6km2vEiJK079Je7+MbVEkb276tdo4uSDoP2A5YncV3nAdvxnJ0bIYb8x2rsSPpSts7PtNan0iaB/wtcGtfR79ExNJlZzJiRPWxWPwvOF3S8sDZwJdt/75yntbYnitpTeA7wFgVFU031wMZ6gAJYPuAWpla0td5oTG11SWtZ3segKR1KR8W9dldwG0pJCPGV3YmI0aUpNdT5rStTXnDPRbHhyRtABxA6WR7PXCW7UvrpmpXU0Bv2Dy90/bjS/v9M52ka4CrKGNfFg7WbV9QLVTLJK0I/JntO2tniXZIei1wBjCvWVoHeIft71QL1TJJZwPrUUYcLRisZzRIxPjIzmTE6DqRcgdnrI4P2b5L0ocoTUtOBjaXNAs40vbXlv6nZx5Jfwl8gXK3ahawlqR9bV9ZNVi7VrL9/tohuiJpV8ou5fLAupI2A47JMdd+sf3t5sOwjZqlO5oO1X12d/Nr+eZXRIyZFJMRo+texuz4kKRNKI1pdgEuBXa1fZOklwA/ZNHMzT45AXj1YMdK0oaU4e5bVk3Vrm9K+hvb36odpCNHAa8Avg9g+2ZJ61TME+3ZkkXHtzeVhO0v1I3UDklzgOfZfm/tLBFRT4rJiNH1PuBbzfy9cTk+dCrwWcou5FMz6mzf1+xW9tFyw0cfbf8/ScvVDNSBQ4EjJS1gPDpAPmF7vqTaOaJFks4F1gduZtHx7QnKyYPesb1Q0rh1oo6ISVJMRoyufwL+kzKbbVyOD33N9rnDC4N5jJPXe+QGSWcCg/++PSl3CXvL9iq1M3TsNklvBeY0xyAPAa6pnCmm31bAy8fpNAlws6QLgfOBRwaLfbySEBFTSzEZMbpWs/3q2iE6tg/lruiw/SjzGPvqIOBgSoExC7gS+HTVRC2RtJHtO5a0m2H7pq4zdeRdwD9SThicR+ng+9GqiaINt1HmTP6qdpAOrQY8COw0tDZBP68kRMQU0s01YkRJOha4zPZ3a2dpm6S5wFuBHShdPgdWARbaflWVYDGtJJ1h++2SLp/i5QnbO02xHjEjNH+vN6N0oR6+mpBGSxHRW9mZjBhdBwPvG5N7ZddQPs1/EXD80PrDwC1VEsW0s/325vGVtbN0qWmq9B6ePlczxXO/HFU7QNckvRQ4BdiesiN5NXCo7V9UDRYRnUkxGTGixuleme17gHuA7WpnifZJ2m2K5fmUMTj3d52nA+cDpwOfY2iuZvSL7StqZ6jgLODLlLnAAHs1aztXSxQRnUoxGTGiJO041Xof5w9Kutr2DpIepny6PdDn3VgAJG1s+7baOTr2NsoHB4Pjrn8FXAtsKOmYHjZbesL2abVDRLskbUvZpfsLStO0OcAjff75Baxu+6yh52dLOqxamojoXIrJiNE1PLtrBcqcuhtZvNFBL9jeoXkcm93YIadLWh44G/iy7d9XztOFJ4G/sP0bAElrAKcB21AaEPWimJS0WvPlRZL+F/B1Fr9L91CVYNGWU4E9KDvRW1Eaim1QNVH7HpC0F6WxFMBcSkOeiBgTKSYjRpTtXYefS1oLOK5SnM5I+hNgLRa/W9bXLp80O7IbAAdQxoRcD5xl+9LK0dq0zqCQbNwPbGj7IUmP1wrVghspO+2zmufDHxBNAOt1nihaZfvfJc2xvRA4S1LfR8AcQCmi/w/l7/Q1zVpEjIkUkxEzxy+AjWuHaJOkj1JGgcyj7F5BeYPSu93YYbbvkvQh4AbgZGBzSbOAI3s6r+0qSd+k7OAA7A5cKWlloDc7s7bXBZC0gu3Hhl+TtEKdVNGiPzSnDG6WdBylqdjKlTO1yvbPgXSrjRhjKSYjRpSkU1h0f3A2peX8j+sl6oSA9W3/sXaQrkjaBNgf2AW4FNjV9k2SXgL8kH7OazsY2I0yCmYW8AXggmbYex87vV4DTJ6tOdVazGx7U+5JvhM4nHLCYveqiVoi6cNLeXnCduaoRoyJFJMRo+uGoa+fAM6z/YNaYTpyG/ACyrHHcXEq8FnKLuSjg0Xb9zW7lb0iaQ7wnWZ26AW187RJ0prAnwIrStqcRcddVwVWqhYsWtF0pQZ4FDi6ZpYOPDLF2sqU5lovBFJMRoyJWRMTE8/8uyIiOiBpK+AblKJyLIZ+SzrM9omT1g61fVKtTG2TdCGwt+35tbO0SdK+lGPbW7H4h0MPA2f39Ajz2JF0K4t3oV6M7U06jNM5SasAh1IKSQPH93TET0RMITuTESNmKW9MBmMy+vzG5BzgE8CtLLoz2Xf7ACdOWtsP6G0xCTwG3CrpUoZ2OGwfUi/S9LN9DnCOpN1t93oXdsy9vnaAGppuxe8G9qT87N7C9u/qpoqIrqWYjBg9Y/nGpPGA7ZNrh+iCpLnAW4F1m526gVXof2v9i5tfvSZpL9tfBNaR9O7Jr9s+oUKsmGZDx1ufIulFwIPNPeDekfRJyr3nM4D/bvs/K0eKiEpSTEaMnuWANSbfj5T0P4H76kTqzI2SPg5cyOLHXPs4GuQaSrfHFwHHD60/DNxSJVFHmh27cTDo5Pm8qimiVZK2BY4FHqLcFTyX8u96tqR9bH+7Zr6WHEH5Gf0h4B8lDdYHJ2hWrRUsIrqVYjJi9JwIHDnF+qPNa7tO8VpfbN48bju01svRIM1uxj3AdrWzdK2Zq/lx4OXAUyMybPdq7qLtzzSPfW/GMu5OpfzMfj5wGfA629dK2gg4D+hdMWl7du0METEaUkxGjJ51bD9tZ8r2DZLWqZCnE5JmA6fZdu0sXZB0te0dJD3M4ndkx+GT/bOAj1AGnb+SMhpl1lL/xAwmaT3KHdhtKd/rHwKH255XNVhMl+fY/i6ApGNsXwtg+46hHbuIiF5KMRkxepY2zHzFzlJ0zPaTkt5J6QbYe7Z3aB5XqZ2lghVt/19Js5od2qMkXUUpMPvoy8A/A3/XPN+DsmO1TbVEMZ2Gm4U9Oum1Xt6ZjIgYSDEZMXp+JOlA258dXpT0NuDGSpm6cqmk9wBfZfEunw/Vi9Q+SX9CGXD+1M/knt4THXis2Ym+q/kA4ZfAiytnatMs2+cOPf9i898d/bCppP+g7K6v2HxN83xpHw5GRMx4KSYjRs9hwNcl7cmi4nErYHkW7Wz01QHN48FDaxNAr+7SDZP0UcookHks2uHo5T3RIYcBKwGHUBqW7ATsWzVRuy6X9AHgK5Tv7VuAi5vRCr3/sKTvbM+pnSEiopZZExM5gRExiiS9Eti4eXq77ctq5ol2SLqT0lr/j7WzRDsk3b2Ulyf61ngoIiLGR4rJiBgZkpYDDgJ2bJa+D3zG9uPVQrVM0gXAQbbvr52lbZPmaT6N7Td0lSUiIiKWXY65RsQoOY0yZ/PTzfO9m7W/r5aofR8H/lXSbSw+W7OPhdV2wL2U5jPX0eMOrgCS3mf7uObrN9s+f+i1/217qhFAERERM0aKyYgYJVvb3nTo+WWSflwtTTfOAT4B3MriXSH7aE1gZ2Au8FbgYuA827dXTdWePYDjmq8/CJw/9NprmXqebERExIyRYjIiRslCSevb/ik8NZ9vYeVMbXvA9sm1Q3TB9kLKAPdvS3oupaj8fjOb75S66VoxawlfT/U8IiJixkkxGRGj5L2UzpfzKG+216YMtO+zGyV9HLiQxY+59nI0SFNE7kIpJNcBTga+VjNTiyaW8PVUzyMiImacFJMRUd3QfbJ5wAbAyyjF5B22Fyz1D898mzeP2w6t9XI0iKRzKB2KLwGOtn1b5Uhty/zBiIjotRSTETEKBvfJLrC9BXBL5TydkDQbOM22a2fpyN7AI8CGwCGSBuuzKCMyVq0VrA2ZPxgREX2X0SARUZ2kSykfbm0GXDX59Z52NgVA0pW2d3zm3xkRERExWrIzGRGjYBdgC+Bc4PjKWbp2qaT3AF+l7NoBYPuhepEiIiIinll2JiNiZEha3fZva+fokqS7p1iesL1e52EiIiIinoUUkxFRnaQTbR8m6SKm6HLZ52OuMR4krQ1sYPt7klYEnmP74dq5IiIilkWOuUbEKDi3efxU1RQVSFoOOAgY3Jv8PvAZ249XCxXTStKBwNuB1YD1gZcCpwN/XTNXRETEskoxGRHV2b6xebyidpYKTgOWAz7dPN+7Wfv7aoliuh0MvAK4DsD2XZJeXDdSRETEsksxGREjQ9L2wFHA2pSfT4OREX2+P7i17U2Hnl8m6cfV0kQbFtj+42AUiqTnMMVx7oiIiJlmdu0AERFDzgROAHYAtga2ah77bKGk9QdPJK0HLKyYJ6bfFZKOBFaUtDNlpupFlTNFREQss+xMRsQomW/7ktohOvZe4HJJ8yg7sWsD+9eNFNPsA8DbgFuBdwDfAj5XNVFERMQ0SDfXiBgZko4F5gBfAxYM1m3fVC1USyS92fb5ktYF7gNeRikm77C9YOl/OiIiIqK+7ExGxCjZpnncamhtAtipQpa2fZBy3PEC21sAt1TOE9NM0q0s5W6k7U06jBMRETHtsjMZEVGBpEspH+htBlw1+fXM1pz5mtmSS2T7nq6yREREtCE7kxFRnaR3T1qaAB4ArrZ9d4VIXdgF2IIyY/P4ylmiBSkWIyKi77IzGRHVSfrIFMurAa8BjrL9lY4jdUbS6rZ/WztHtEfSwzz9uOt84AbgCNvzuk8VERGx7LIzGRHV2T56qnVJqwHfA3pXTEo60fZhwOclPe1TvRxz7ZUTKE2WvkxpsrQHsCZwJ/B54K+qJYuIiFgGKSYjYmTZfkjSrNo5WnJu8/ipqimiC6+1vc3Q8zMkXWv7mGb+ZERExIyUYjIiRpaknYDf1c7RBts3No9X1M4SrXtSkoB/aZ6/aei13DWJiIgZK8VkRFS3hBEKq1GOBu7TfaLuSNoeOApYm/IzeRYwYXu9mrliWu0JnAR8mvL3/FpgL0krAu+sGSwiImJZpJiMiFHw+knPJ4AHbT9SI0zHzgQOB24EFlbOEi1oGuzsuoSXr+4yS0RExHRKN9eIiIokXTfpPl30jKTVgQOBdRj6ENf2AbUyRURETIfsTEZE1HW5pE8CXwMWDBZt31QvUkyzbwBXUToTZ/c5IiJ6I8VkRERdg13JrYbWJoCdKmSJdqxk+/21Q0REREy3HHONiIhokaSPAdfY/lbtLBEREdMpxWRERAWS3j1paQJ4ALja9t0VIkVLJD0MrEw5xvw4izr2rlo1WERExDJKMRkRUYGkj0yxvBrwGuAo21/pOFJERETEs5JiMiJihEhaDfie7S1qZ4llI2kj23dImvJ7mSZLEREx06UBT0TECLH9kKRZtXPEtHg38Hbg+CleS5OliIiY8bIzGRExQiTtBHzIdgqNiIiIGGnZmYyIqEDSrZTdqWGrAfcB+3SfKKabpK2Be23/unm+D7A7cA/lXuxDNfNFREQsqxSTERF1vH7S8wngQduP1AgTrfgM8CoASTsCxwLvAjYDzgDeVC9aRETEsksxGRFRge17ameI1s0Z2n18C3CG7QuACyTdXDFXRETEtJhdO0BERERPzZE0+ND2r4HLhl7Lh7kRETHj5X9mERER7TgPuELSA8CjwFUAkv4cmF8zWERExHTIzmREREQLbP8TcARwNrCD7UHDpdmUu5MREREzWkaDRERERERExLOWncmIiIiIiIh41lJMRkRERERExLOWYjIiIiIiIiKetRSTERERERER8aylmIyIiIiIiIhn7f8DYDuLvL+ByOwAAAAASUVORK5CYII=
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	<h3 id="Hypothesis-Testing">Hypothesis Testing<a class="anchor-link" href="#Hypothesis-Testing">¶</a></h3><p>Null hypthesis : The selected columns do not have a signifcant effect on Breast Cancer</p>
	<p>Alternative Hypothesis : At least one of the selected columns affect breast cancer significantly</p>

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	<div class="prompt input_prompt">In [15]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">scipy</span> <span class="k">import</span> <span class="n">stats</span>
	<span class="c1">#-----------------------------------------------------------------</span>
	<span class="n">Clump_Thickness</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">pearsonr</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s1">'Clump Thickness'</span><span class="p">])</span>
	<span class="n">Uniformity_of_cell_size</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">pearsonr</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s1">'Uniformity of Cell Size'</span><span class="p">])</span>
	<span class="n">Bland_Chromatin</span> <span class="o">=</span> <span class="n">stats</span><span class="o">.</span><span class="n">pearsonr</span><span class="p">(</span><span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">],</span> <span class="n">df</span><span class="p">[</span><span class="s1">'Bland Chromatin'</span><span class="p">])</span>

	<span class="nb">print</span><span class="p">(</span><span class="s1">'Significant predictors of malignant cancer n their p_value:</span><span class="se">\n</span><span class="s1"> Clump Thickness </span><span class="si">{0}</span><span class="se">\n</span><span class="s1"> Uniformity of Cell Size </span><span class="si">{1}</span><span class="se">\n</span><span class="s1"> Bland Chromatin </span><span class="si">{2}</span><span class="s1">'</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">Clump_Thickness</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">Uniformity_of_cell_size</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">Bland_Chromatin</span><span class="p">[</span><span class="mi">1</span><span class="p">]))</span>
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	<pre>Significant predictors of malignant cancer n their p_value:
	Clump Thickness 4.704998038571581e-110
	Uniformity of Cell Size 2.0023333613805483e-167
	Bland Chromatin 2.957329851161449e-129
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	<ul>
	<li>The pvalues above prove that there is signifance in the impact of the three variables towards predicting malignant cancer, therefore i reject the null hypothesis</li>
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	<h2 id="4.-Splitting-the-dataset-into-train-and-test-sets">4. Splitting the dataset into train and test sets<a class="anchor-link" href="#4.-Splitting-the-dataset-into-train-and-test-sets">¶</a></h2>
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	<div class="prompt input_prompt">In [16]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import train_test_split</span>
	<span class="kn">from</span> <span class="nn">sklearn.model_selection</span> <span class="k">import</span> <span class="n">train_test_split</span>

	<span class="c1"># Segregate features and labels into separate variables</span>
	<span class="n">X</span><span class="p">,</span><span class="n">y</span> <span class="o">=</span> <span class="n">df</span><span class="p">[[</span><span class="s1">'Clump Thickness'</span><span class="p">,</span><span class="s1">'Uniformity of Cell Size'</span><span class="p">,</span><span class="s1">'Bland Chromatin'</span><span class="p">]]</span> <span class="p">,</span> <span class="n">df</span><span class="p">[</span><span class="s1">'Class'</span><span class="p">]</span>

	<span class="c1"># Split into train and test sets</span>
	<span class="n">X_train</span><span class="p">,</span> <span class="n">X_test</span><span class="p">,</span> <span class="n">y_train</span><span class="p">,</span> <span class="n">y_test</span> <span class="o">=</span> <span class="n">train_test_split</span><span class="p">(</span><span class="n">X</span><span class="p">,</span>
	<span class="n">y</span><span class="p">,</span>
	<span class="n">test_size</span><span class="o">=</span><span class="mf">0.30</span><span class="p">,</span>
	<span class="n">random_state</span><span class="o">=</span><span class="mi">42</span><span class="p">)</span>
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	<div class="prompt input_prompt">In [17]:</div>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import MinMaxScaler</span>
	<span class="kn">from</span> <span class="nn">sklearn.preprocessing</span> <span class="k">import</span> <span class="n">MinMaxScaler</span>

	<span class="c1"># Instantiate MinMaxScaler and use it to rescale X_train and X_test</span>
	<span class="n">scaler</span> <span class="o">=</span> <span class="n">MinMaxScaler</span><span class="p">(</span><span class="n">feature_range</span><span class="o">=</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">))</span>
	<span class="n">rescaledX_train</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_train</span><span class="p">)</span>
	<span class="n">rescaledX_test</span> <span class="o">=</span> <span class="n">scaler</span><span class="o">.</span><span class="n">fit_transform</span><span class="p">(</span><span class="n">X_test</span><span class="p">)</span>
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	<h2 id="5.-Fitting-a-logistic-regression-model-to-the-train-set">5. Fitting a logistic regression model to the train set<a class="anchor-link" href="#5.-Fitting-a-logistic-regression-model-to-the-train-set">¶</a></h2>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import LogisticRegression</span>
	<span class="kn">from</span> <span class="nn">sklearn.linear_model</span> <span class="k">import</span> <span class="n">LogisticRegression</span>

	<span class="c1"># Instantiate a LogisticRegression classifier with default parameter values</span>
	<span class="n">logreg</span> <span class="o">=</span> <span class="n">LogisticRegression</span><span class="p">()</span>

	<span class="c1"># Fit logreg to the train set</span>
	<span class="n">logreg</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">rescaledX_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span>
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	<pre>LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
	intercept_scaling=1, l1_ratio=None, max_iter=100,
	multi_class='warn', n_jobs=None, penalty='l2',
	random_state=None, solver='warn', tol=0.0001, verbose=0,
	warm_start=False)</pre>
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	<h2 id="6.-Making-predictions-and-evaluating-performance¶">6. Making predictions and evaluating performance¶<a class="anchor-link" href="#6.-Making-predictions-and-evaluating-performance¶">¶</a></h2>
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	<h3 id="Confusion-matrix">Confusion matrix<a class="anchor-link" href="#Confusion-matrix">¶</a></h3>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import confusion_matrix</span>
	<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">confusion_matrix</span>

	<span class="c1"># Use logreg to predict instances from the test set and store it</span>
	<span class="n">y_pred</span> <span class="o">=</span> <span class="n">logreg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">rescaledX_test</span><span class="p">)</span>
	<span class="n">y_pred_train</span> <span class="o">=</span> <span class="n">logreg</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">rescaledX_train</span><span class="p">)</span>

	<span class="c1"># Get the accuracy score of logreg model and print it</span>
	<span class="nb">print</span><span class="p">(</span><span class="s2">"Accuracy of logistic regression classifier on test: "</span><span class="p">,</span> <span class="n">logreg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">rescaledX_test</span><span class="p">,</span> <span class="n">y_test</span><span class="p">))</span>

	<span class="nb">print</span><span class="p">(</span><span class="s2">"Accuracy of logistic regression classifier on train: "</span><span class="p">,</span> <span class="n">logreg</span><span class="o">.</span><span class="n">score</span><span class="p">(</span><span class="n">rescaledX_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">))</span>

	<span class="c1"># Print the confusion matrix of the logreg model</span>
	<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">Confussion Matrix on testing data set'</span><span class="p">)</span>
	<span class="n">confusion_matrix</span><span class="p">(</span><span class="n">y_pred</span><span class="p">,</span> <span class="n">y_test</span><span class="p">)</span>
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	<pre>Accuracy of logistic regression classifier on test: 0.9519230769230769
	Accuracy of logistic regression classifier on train: 0.9440993788819876

	Confussion Matrix on testing data set
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	<pre>array([[ 54, 2],
	[ 8, 144]])</pre>
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	<h4 id="The-confusion-matrix-shows:">The confusion matrix shows:<a class="anchor-link" href="#The-confusion-matrix-shows:">¶</a></h4><ul>
	<li>54 + 144 correct predictions</li>
	<li>2 + 8 incorrect predictions</li>
	<li>which has an accuracy score of 95.19 % on the test dataset</li>
	<li>and 94.40% accurate on train dataser </li>
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	<h3 id="Classification-report">Classification report<a class="anchor-link" href="#Classification-report">¶</a></h3>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">classification_report</span>
	<span class="c1">#-------------------------------------------</span>


	<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">Test dataset-------------------------------------------'</span><span class="p">)</span>
	<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">))</span>
	<span class="nb">print</span><span class="p">(</span><span class="s1">'</span><span class="se">\n</span><span class="s1">Train dataset------------------------------------------'</span><span class="p">)</span>
	<span class="nb">print</span><span class="p">(</span><span class="n">classification_report</span><span class="p">(</span><span class="n">y_train</span><span class="p">,</span> <span class="n">y_pred_train</span><span class="p">))</span>
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	Test dataset-------------------------------------------
	precision recall f1-score support

	0 0.96 0.87 0.92 62
	1 0.95 0.99 0.97 146

	accuracy 0.95 208
	macro avg 0.96 0.93 0.94 208
	weighted avg 0.95 0.95 0.95 208


	Train dataset------------------------------------------
	precision recall f1-score support

	0 0.95 0.90 0.92 176
	1 0.94 0.97 0.96 307

	accuracy 0.94 483
	macro avg 0.94 0.93 0.94 483
	weighted avg 0.94 0.94 0.94 483

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	<h3 id="Receiver-Operating-Characteristic-(ROC)">Receiver Operating Characteristic (ROC)<a class="anchor-link" href="#Receiver-Operating-Characteristic-(ROC)">¶</a></h3>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Import ROC</span>
	<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">roc_curve</span><span class="p">,</span> <span class="n">auc</span>
	<span class="kn">from</span> <span class="nn">sklearn.metrics</span> <span class="k">import</span> <span class="n">roc_auc_score</span>
	<span class="c1">#----------------------------------------------</span>

	<span class="n">logreg_roc_auc</span> <span class="o">=</span> <span class="n">roc_auc_score</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
	<span class="n">fpr</span><span class="p">,</span> <span class="n">tpr</span><span class="p">,</span> <span class="n">threshold_log</span> <span class="o">=</span> <span class="n">roc_curve</span><span class="p">(</span><span class="n">y_test</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
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	<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">fpr</span><span class="p">,</span> <span class="n">tpr</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">'green'</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s1">'ROC'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">],</span> <span class="n">color</span><span class="o">=</span><span class="s1">'purple'</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">'--'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">'False Positive Rate'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">'True Positive Rate'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">'Receiver Operating Characteristic (ROC) Curve'</span><span class="p">)</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
	<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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	<h2 id="7.-Overdispersion">7. Overdispersion<a class="anchor-link" href="#7.-Overdispersion">¶</a></h2><p>In statistics, overdispersion is the presence of greater variability in a data set than would be expected based on a given statistical mode</p>

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	<h2 id="8.-References">8. References<a class="anchor-link" href="#8.-References">¶</a></h2><ul>
	<li><a href="https://towardsdatascience.com/feature-selection-with-pandas-e3690ad8504b">https://towardsdatascience.com/feature-selection-with-pandas-e3690ad8504b</a></li>
	<li><a href="https://towardsdatascience.com/building-a-logistic-regression-in-python-step-by-step-becd4d56c9c8">https://towardsdatascience.com/building-a-logistic-regression-in-python-step-by-step-becd4d56c9c8</a></li>
	<li><a href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5769953/">https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5769953/</a></li>
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